{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align=\"right\" style=\"text-align: right\"><i>Peter Norvig<br>2017</i></div>\n",
    "\n",
    "# Gesture Typing \n",
    "\n",
    "\n",
    "Typing quickly and accurately on a smartphone screen is hard! One invention to make it easier is **gesture typing**, in which your finger can trace a **path** consisting of letter-to-letter **segments**. When you lift your finger the path (and the word) is complete. Below we see a path for the word \"HELLO.\" Note that the path is imprecise; it didn't quite hit the \"L\", but the word was recognized anyways, because \"HELLO\" is a known word, whereas \"HEKKO\", \"HWERKO\", etc., are not.\n",
    "\n",
    "<img src=\"http://norvig.com/gesture.png\">\n",
    "\n",
    "\n",
    "My colleague [Nicolas Schank](https://www.linkedin.com/in/nschank/) examined (and answered) the question of what word has the longest path length. I mentioned this to [**Shumin Zhai**](http://www.shuminzhai.com/), the pioneer of gesture typing, and between the three of us we expanded the list of questions:\n",
    "\n",
    " 1. What words have the longest **path length**?\n",
    " 2. What is the keyboard's **average segment length**, over a typical typing work load?\n",
    " 3. Is there a better keyboard layout to **minimize** the average segment length?\n",
    " 4. Is there a better keyboard layout to minimize **word confusion** between paths (e.g confusing \"HELLO\" and \"JELLO\")? \n",
    " 5. Is there a better keyboard layout to maximize overall user **satisfaction**?\n",
    "\n",
    "We can answer each of these questions, but first, let's get a rough idea for of the vocabulary of concepts we will need to model.\n",
    "\n",
    "# Main Concepts\n",
    "\n",
    "* **Letter**: We'll deal with the letters A-Z, and not worry about the other keys on the keyboard.\n",
    "* **Words**: We will need a list of allowable words (in order to find the one with the longest path).\n",
    "* **Path**: A path connects the letters in a word. In the picture above the path is curved, but a shortest distance between two points is a straight line, so we need only deal with straight line segments.\n",
    "* **Segment**: A path consists of segments: the \"H to E\" segment followed by \"E to L\", etc.\n",
    "* **Keyboard**: We'll need to know the **location** of each letter on the keyboard (we consider only letters, not the numbers and other symbols).\n",
    "* **Point**: A location is a **point** in two-dimensional space (we assume keyboards are flat).\n",
    "* **Distance**: We need to know the distance between two ends of a segment. By convention the distance between adjacent keys is 1.\n",
    "* **Path length**: The length of a path is the sum of the lengths of the segments that make up the path.\n",
    "* **Work Load**: The list of words doesn't say which ones are common and which are rare. We'll need a corpus of typical text to represent a work load.\n",
    "* **Confusion**: We need some measure of *whether* (or perhaps *to what degree*) the paths for two words can be confused with each other.\n",
    "* **Satisfaction**: This is a very difficult concept to define.  A user will be more satisfied with a keyboard if it allows for fast, accurate typing, and if it gives the user a feeling of mastery, not frustration.\n",
    "\n",
    "## Implementation of Main Concepts\n",
    "\n",
    "First the necessary `import` statements:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statistics import mean\n",
    "from typing import Set, List, Counter, Dict, Iterator, Callable, Collection\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "import random \n",
    "import re"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are implementation choices for most of the concepts above (we'll get to path length, confusion, and satisfaction later)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Letter  = str # A one-character string like 'A'\n",
    "Word    = str # A multi-character string like 'HELLO'\n",
    "Path    = str # We can also use 'HELLO' to represent a path from H to E to L to L to O.\n",
    "Segment = str # The segment from 'H' to 'E' can be represented by the string 'HE'\n",
    "    \n",
    "class Keyboard(dict):\n",
    "    \"\"\"A keyboard is a {letter: location} mapping, e.g. {'Q': Point(0, 0), 'A': Point(0.5, 1), ...}.\"\"\"\n",
    "\n",
    "class Point(complex):\n",
    "    \"\"\"A point in the (x, y) plane.\"\"\"\n",
    "    # We provide propertities to access the `x` and `y` components (instead of `real` and `imag`).\n",
    "    x = property(lambda p: p.real)\n",
    "    y = property(lambda p: p.imag)\n",
    "\n",
    "def distance(A: Point, B: Point) -> float:\n",
    "    \"\"\"The distance between two points.\"\"\"\n",
    "    return abs(A - B)\n",
    "\n",
    "class Workload(Counter): \n",
    "    \"\"\"For each segment, how many times do we type it? E.g., {'HE': 123, ...}\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following helper function makes it easier to define a keyboard:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def keyboard(*rows: str, xscale=1/2, yscale=1) -> Dict[Letter, Point]:\n",
    "    \"\"\"Create a Keyboard from several rows of letter-and-blank characters.\"\"\"\n",
    "    return Keyboard({ch: Point(x * xscale, y * yscale) \n",
    "                     for (y, row) in enumerate(rows, 1)\n",
    "                     for (x, ch) in enumerate(row, 1)\n",
    "                     if ch != ' '})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "QWERTY = keyboard('Q W E R T Y U I O P',\n",
    "                  ' A S D F G H J K L ',\n",
    "                  '   Z X C V B N M   ')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the \"Q\" row of the keyboard is offset by a half-key from the \"A\" and \"Z\" rows, I use a space to move over by a half-key, and set `xscale=1/2` by default, to make this work. If you want a different layout you can use different xscale and yscale factors. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing Path Length\n",
    "\n",
    "Now let's figure out the path length for a word: the sum of the lengths of segments between letters.  So the path length for `'WORD'` would be the sum of the segment lengths for `'WO'` plus `'OR'` plus `'RD'`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.118033988749895"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "W, O, R, D = QWERTY['W'], QWERTY['O'], QWERTY['R'], QWERTY['D'], \n",
    "distance(W, O) + distance(O, R) + distance(R, D)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make a function to compute this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def path_length(path: Path, kbd=QWERTY) -> float:\n",
    "    \"\"\"The total path length for a word: the sum of the segment lengths.\"\"\"\n",
    "    return sum(distance(kbd[path[i]], kbd[path[i + 1]])\n",
    "               for i in range(len(path) - 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.118033988749895"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path_length('WORD')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Is that correct? Let's check with a simpler example that we know the answer to:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert path_length('TO') == 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **O** is four keys to the right of the **T**, on the same row, so the distance between them is 4.\n",
    "\n",
    "Here's another one that you can verify on your own:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert path_length('TYPEWRITER') == 1 + 4 + 7 + 1 + 2 + 4 + 3 + 2 + 1 == 25"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Question 1: Longest Path Length?\n",
    "===\n",
    "\n",
    "To know what the longest word is, we'll have to know what the allowable words are. The so-called TWL06 word list gives all the words that are legal in the game of Scrabble; that seems like a reasonable list (although it omits proper nouns). Here's how to load a copy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "! [ -e TWL06.txt ] || curl -O http://norvig.com/ngrams/TWL06.txt\n",
    "    \n",
    "WORDS = set(open('TWL06.txt').read().split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "178691"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(WORDS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's a lot of words; which one has the longest path?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'PALEOMAGNETISMS'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(WORDS, key=path_length)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the ten longest paths? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('PALEOMAGNETISMS', 72.18390711071285),\n",
       " ('ANTIQUARIANISMS', 70.04356056276728),\n",
       " ('ELECTROANALYSIS', 69.90684706336143),\n",
       " ('ANTIAPHRODISIAC', 69.87108953956316),\n",
       " ('PARLIAMENTARIAN', 69.26190447267197),\n",
       " ('BLEPHAROSPASMS', 68.93838086646086),\n",
       " ('BIDIALECTALISMS', 68.6325692947858),\n",
       " ('PALEOGEOGRAPHIC', 67.63572577827519),\n",
       " ('SPERMATOZOANS', 67.5515501604518),\n",
       " ('APOCALYPTICISMS', 67.103335642663)]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def top(n, sequence, key) -> list:\n",
    "    \"\"\"The top n elements of sequence, according to their `key(x)` score.\"\"\"\n",
    "    return Counter({x: key(x) for x in sequence}).most_common(n)\n",
    "              \n",
    "top(10, WORDS, key=path_length)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Very long words tend to have long path lengths.  But what words have the highest **ratio**\n",
    "of path length to word length? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('PALAPA', 6.945977358822589),\n",
       " ('PAPAL', 6.735172830587106),\n",
       " ('PAPA', 6.418966038233884),\n",
       " ('JALAPS', 6.354165726587104),\n",
       " ('SLAPS', 6.224998871904525),\n",
       " ('KAMALA', 6.1903559372884915),\n",
       " ('LAPELS', 6.189182433882466),\n",
       " ('PAPS', 6.170903935958617),\n",
       " ('HALALA', 6.166666666666667),\n",
       " ('SPALE', 6.140293515701115)]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(10, WORDS, key=lambda word: path_length(word, QWERTY) / len(word))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I decided to measure word length by number of letters; an alternative could be number of segments."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 2: Average Segment Length on Work Load?\n",
    "\n",
    "What is the average segment length for a typical typing work load? To answer that, we need to know what a typical work load is. We will read a file of \"typical\" text, and count how many times each segment is used. A `Workload` is a `Counter` of the form `{segment: count, ...},` e.g. `{'HE': 123}`, where each key is a two-letter string (or **bigram**) representing a segment, and each value is the number of times that segment appears in the workload.  *Note:* The function `bigrams` uses some `re` trickiness: `([A-Z][A-Z])` means a group of two consecutive letters. But if I only looked for that, then in the text `'FOUR'` I would find `['FO', 'UR']`. So I use the `?=` operator, which says to check for a match, but don't consume the matched characters. So I can find `['FO', 'OU', 'UR']`, which is what I want."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bigrams(text) -> List[str]: \n",
    "    \"\"\"All the two-letter sequences in a text (including overlapping ones).\"\"\"\n",
    "    return re.findall(r'(?=([A-Z][A-Z]))', text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what a workload looks like for a tiny text:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Workload({'OO': 8,\n",
       "          'TH': 1,\n",
       "          'HE': 1,\n",
       "          'SH': 1,\n",
       "          'HO': 1,\n",
       "          'OT': 1,\n",
       "          'GO': 1,\n",
       "          'OA': 1,\n",
       "          'AL': 1})"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Workload(bigrams('THE SHOT -- GOOOOOOOOOAL!'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I happened to have a file of about a megabyte of random text, `smaller.txt`; that should work fine as a typical work load:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "! [ -e smaller.txt ] || curl -O http://norvig.com/ngrams/smaller.txt\n",
    "    \n",
    "WORKLOAD = Workload(bigrams(open('smaller.txt').read().upper()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's peek at the most common segments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('TH', 23731),\n",
       " ('HE', 21395),\n",
       " ('IN', 14162),\n",
       " ('ER', 13365),\n",
       " ('AN', 12488),\n",
       " ('RE', 10998),\n",
       " ('ON', 10314),\n",
       " ('ND', 9241),\n",
       " ('EN', 8786),\n",
       " ('AT', 8617)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WORKLOAD.most_common(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most popular segments are `TH` and `HE`. \n",
    "\n",
    "We can compute the average segment length on our workload for the QWERTY keyboard:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def workload_average_length(kbd, workload=WORKLOAD) -> float:\n",
    "    \"\"\"The average segment length over a workload of segments.\"\"\"\n",
    "    return sum(distance(kbd[A], kbd[B]) * workload[A+B]\n",
    "               for (A, B) in workload) / sum(workload.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.233309780212763"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workload_average_length(QWERTY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, on average, your finger has to travel a little over 3 keys from one letter to the next over a typical workload."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aside: Visualizing a Keyboard\n",
    "\n",
    "I'll define `plot_kbd` to plot the letters in a keyboard at their (x, y) points, draw a circle around each letter, and give the metric on some scorer function (by default, the workload average length):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_kbd(kbd: Keyboard, scorer=workload_average_length) -> None:\n",
    "    \"\"\"Plot the keyboard.\"\"\"\n",
    "    plt.plot([-0.5, 9.5], [0.5, 0.5], 'w-') # Dummy white line to make key size the same in each plot.\n",
    "    plt.rcParams.update({'font.size': 14})\n",
    "    for L in kbd:\n",
    "        plot_key(kbd[L].x, -kbd[L].y, letter=L)\n",
    "    plt.axis('equal'); plt.xticks(()); plt.yticks(())\n",
    "    plt.xlabel(f'{scorer.__name__}: {scorer(kbd):.2f}')\n",
    "    plt.show()\n",
    "\n",
    "def plot_key(x, y, letter='') -> None:\n",
    "    \"\"\"Plot a circle with center (x, y) and given letter.\"\"\"\n",
    "    plt.gca().add_patch(plt.Circle((x, y), 0.46, fill=False))\n",
    "    plt.annotate(letter, (x-0.17, y-0.12))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_kbd(QWERTY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 3: Minimize Average Segment Length over a Workload?\n",
    "\n",
    "Now for a much harder question: can we find a different keyboard layout that has a smaller average segment length over the workload? First, let's note that there are two ways to modify a keyboard:  \n",
    "\n",
    "* **Change the key caps**: For example, swap the \"Q\" with the \"W\".\n",
    "* **Change the key locations**: For example,  layout the keys in 4 rows instead of 3. \n",
    "\n",
    "Let's start by limiting ourselves to just swapping letters.  \n",
    "\n",
    "This is an **optimization** problem.  There are many permutations of letters; too many to try them all. To be precise, there are 26! (26 factorial) permutations, which is about 10<sup>26</sup> (fun fact: 24, 25 and 26 are the only integers for which n! &approx; 10<sup>n</sup>).  If we can't try them all, we need some way to sample the configurations, trying to make progress towards a better one. Again, we'll try the simplest thing that could possibly work: \n",
    "\n",
    "  1. Pick two keys at random.\n",
    "  2. Swap them.\n",
    "  3. If that gives a better (lower) workload total, keep them that way.\n",
    "  4. If not, swap back.\n",
    "  5. Repeat this for a given number of times, say 1000.\n",
    "\n",
    "(Below I make `scorer` be a parameter of `improved`, so that later we can minimize something else other than `workload_average_length`.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def improved(original_kbd, swaps=1000, scorer=workload_average_length) -> Keyboard:\n",
    "    \"\"\"Minimize scorer(kbd) by swapping keys, keeping the swaps that improve (minimize) the score.\"\"\"\n",
    "    kbd = Keyboard(original_kbd); \n",
    "    score = scorer(kbd)\n",
    "    letters = list(kbd)\n",
    "    for _ in range(swaps):\n",
    "        A, B = random.sample(letters, 2)   # Step 1: pick two keys\n",
    "        swap(kbd, A, B)                    # Step 2: swap them\n",
    "        score2 = scorer(kbd)\n",
    "        if score2 < score:                 # Step 3: If better, keep them\n",
    "            score = score2                 # (and record the new best total)\n",
    "        else:\n",
    "            swap(kbd, A, B)                # Step 4: swap back if not better\n",
    "    return kbd\n",
    "\n",
    "def swap(kbd, A, B): kbd[A], kbd[B] = kbd[B], kbd[A]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see how well we can do:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_kbd(improved(QWERTY))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's a pretty good improvement! We decreased the average segment length by about a third. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 4: Minimize word path confusions?\n",
    "\n",
    "When can one word be confused with another?  When their paths are similar (which means that their corresponding letters are in similar locations). For example, on a QWERTY keyboard, the paths for \"HELLO\" and \"JELLO\" are similar, because **H** and **J** are adjacent, and the other letters are the same.\n",
    "\n",
    "<img src=\"http://norvig.com/gesture.png\">\n",
    "\n",
    "We'd like to know, for a given keyboard, how confusing is it? How many words have paths on the keyboard that can be confused for other words? We have our work cut out for us:\n",
    "\n",
    "1. Determine what letters could be confused for what other letters (for example, `H` and `J`).\n",
    "2. Determine what words/paths can be confused (for example `HELLO` and `JELLO`).\n",
    "3. Invent some metric for the overall confusingness of a keyboard. \n",
    "4. Try to find less-confusing keyboards.\n",
    "\n",
    "One concern is that `WORDS` has 178,691 words, many of which are quite unusual, so there might be too many confusions with strange words. My zeroth step is reading in a smaller word set, with only 3,614 of the most common words:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3614"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "! [ -e words.js ] || curl -O https://xkcd.com/simplewriter/words.js\n",
    "    \n",
    "COMMON = set(re.findall('[A-Z]+', open('words.js').read().upper()))\n",
    "len(COMMON)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Letter Confusions\n",
    "\n",
    "What letters can each letter be confused with? I'll say that any key within a distance of 1.5 units on the keyboard is in the **neighborhood**, and thus a potential confusion:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def neighborhood(kbd, radius=1.5) -> Dict[Letter, str]:\n",
    "    \"\"\"Build a dict of {Letter: neighborhoodLetters}, e.g. {'Q':'AQW', ...}.\"\"\"\n",
    "    return {A: cat(sorted(B for B in kbd if distance(kbd[A], kbd[B]) <= radius))\n",
    "            for A in kbd}\n",
    "\n",
    "cat = ''.join  ## Function to join letters (or strings) into one string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Q': 'AQW',\n",
       " 'W': 'AEQSW',\n",
       " 'E': 'DERSW',\n",
       " 'R': 'DEFRT',\n",
       " 'T': 'FGRTY',\n",
       " 'Y': 'GHTUY',\n",
       " 'U': 'HIJUY',\n",
       " 'I': 'IJKOU',\n",
       " 'O': 'IKLOP',\n",
       " 'P': 'LOP',\n",
       " 'A': 'AQSWZ',\n",
       " 'S': 'ADESWXZ',\n",
       " 'D': 'CDEFRSXZ',\n",
       " 'F': 'CDFGRTVX',\n",
       " 'G': 'BCFGHTVY',\n",
       " 'H': 'BGHJNUVY',\n",
       " 'J': 'BHIJKMNU',\n",
       " 'K': 'IJKLMNO',\n",
       " 'L': 'KLMOP',\n",
       " 'Z': 'ADSXZ',\n",
       " 'X': 'CDFSXZ',\n",
       " 'C': 'CDFGVX',\n",
       " 'V': 'BCFGHV',\n",
       " 'B': 'BGHJNV',\n",
       " 'N': 'BHJKMN',\n",
       " 'M': 'JKLMN'}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "QWERTY_neighborhood = neighborhood(QWERTY) \n",
    "QWERTY_neighborhood"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see, for example, that **Q**, off in the corner, has only **A**, **W**, and itself in its neighborhood, while **G**, in the middle of the keyboard, has 8 letters in its neighborhood. \n",
    "\n",
    "## Word Confusions\n",
    "\n",
    "Given a path, what words can it be confused for? Consider each of the letters in the word \"HELLO,\" and all the possible choices for neighborhood of each letter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BGHJNUVY', 'DERSW', 'KLMOP', 'KLMOP', 'IKLOP']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[QWERTY_neighborhood[L] for L in 'HELLO']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are five columns of letters, and if we pick one letter from each column, we get a path that is formed by letters that are each confusions of letters in the original word, and so the whole path is a confusion for the original word.  So \"JELLO\" is a confusion for \"HELLO\", as would be \"BDKKI\" except that it is not an actual word.\n",
    "\n",
    "If we pick one letter from each column, in all possible ways, we could end up with a **lot** of paths for long words. Consider"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['LOP',\n",
       " 'AQSWZ',\n",
       " 'KLMOP',\n",
       " 'DERSW',\n",
       " 'IKLOP',\n",
       " 'JKLMN',\n",
       " 'AQSWZ',\n",
       " 'BCFGHTVY',\n",
       " 'BHJKMN',\n",
       " 'DERSW',\n",
       " 'FGRTY',\n",
       " 'IJKOU',\n",
       " 'ADESWXZ',\n",
       " 'JKLMN',\n",
       " 'ADESWXZ']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[QWERTY_neighborhood[L] for L in 'PALEOMAGNETISMS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "68906250000"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.prod(map(len, _))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's almost 70 billion paths for PALEOMAGNETISMS. But most of the paths make no sense. For example, if we choose 'P' for the first letter, then only 'A' can be the second letter, neither 'PQ', 'PS', 'PW', nor 'PZ' start any word in the COMMON dictionary. So I'll create a set of all the PREFIXES of all the common words:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prefixes(words: Collection[Word]) -> Set[str]:\n",
    "    \"\"\"Return a set of prefixes (1 or more leading characters) of this collection of words.\"\"\"\n",
    "    return {word[:i] for word in words for i in range(1, len(word) + 1)}\n",
    "\n",
    "PREFIXES = prefixes(COMMON)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now `confusions` will yield all paths that are confusions of the word:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def confusions(word, path='', neighborhood=QWERTY_neighborhood, prefixes=PREFIXES, words=COMMON) -> Iterator[Path]:\n",
    "    \"\"\"All valid words whose paths could be confused with the path for this word.\"\"\"\n",
    "    if len(path) < len(word):\n",
    "        for L in neighborhood[word[len(path)]]:\n",
    "            if path + L in prefixes:\n",
    "                yield from confusions(word, path + L, neighborhood, prefixes, words)\n",
    "    elif path in words and path != word:\n",
    "        yield path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'FEARING', 'GRAYING', 'GREYING', 'RESTING', 'TEARING'}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(confusions('TESTING'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'GUESS', 'THERE', 'THESE', 'THREW'}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(confusions('THREE'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Confusingness score of a Keyboard \n",
    "\n",
    "One metric for confusingness is the percentage of common words that are confused with any other common word:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def confusingness(kbd, words=COMMON) -> float:\n",
    "    \"\"\"The proportion of `words` that are confused with at least one other word on this keyboard.\"\"\"\n",
    "    neighbors = neighborhood(kbd)\n",
    "    return mean(any(confusions(word, neighborhood=neighbors)) for word in COMMON)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5398450470392916"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusingness(QWERTY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Almost 54% of the common words are confusable on the QWERTY keyboard."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aside: Visualizing Paths on a Keyboard\n",
    "\n",
    "It would be nice to see potentially confusable word paths on a keyboard.\n",
    "I'll define `plot_with_paths`:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_with_paths(kbd: Keyboard, paths: List[Path]) -> None:\n",
    "    \"\"\"Plot the kbd and paths.\"\"\"\n",
    "    for path in paths:\n",
    "        Xs = [kbd[L].x for L in path]\n",
    "        Ys = [-kbd[L].y for L in path]\n",
    "        plt.plot(Xs, Ys, '-o')\n",
    "    plot_kbd(kbd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see how it works on three similar paths:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_paths(QWERTY, paths=['HOMES', 'HOMED', 'JOKED', 'GOLDS'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " OK, we're on the right track, but I see three problems, which I think I can solve: \n",
    "\n",
    "- The letters are obscured.  Solution: offset paths away from the center.\n",
    "- When the paths are similar (HOMES and HOMED), they are mostly on top of each other.  Solution: offset each path away from the center in a different direction.\n",
    "- There is no indication what direction the path is going in. Solution: put a different marker on the start position of each path."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_with_paths(kbd: Keyboard, paths: List[Path]) -> None:\n",
    "    \"\"\"Plot the kbd and paths.\"\"\"\n",
    "    K = 1/5 # This value makes the plot look about right\n",
    "    offsets = [Point(-K, -K), Point(-K, +K),  Point(K, +K), Point(K, -K)]\n",
    "    for (i, path) in enumerate(paths):\n",
    "        Xs = [kbd[L].x + offsets[i % 4].x for L in path]\n",
    "        Ys = [-kbd[L].y + offsets[i % 4].y for L in path]\n",
    "        plt.plot(Xs, Ys, '-o')\n",
    "        plt.plot(Xs[:1], Ys[:1], 'ks')\n",
    "    plot_kbd(kbd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_paths(QWERTY, paths=['HOMES', 'HOMED', 'JOKED', 'GOLDS'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That still looks busy, but it is better."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Minimize word path confusions\n",
    "\n",
    "Consider this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 27.4 ms, sys: 714 μs, total: 28.2 ms\n",
      "Wall time: 27.6 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5398450470392916"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time confusingness(QWERTY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 95 μs, sys: 0 ns, total: 95 μs\n",
      "Wall time: 96.1 μs\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "3.233309780212763"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time workload_average_length(QWERTY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Computing `confusingness` takes a lot longer than computing `workload_average_length`, so if we want to use `confusingness` as a scoring function, we will have to settle for fewer swaps:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4.84 s, sys: 24 ms, total: 4.86 s\n",
      "Wall time: 4.89 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%time KBD2 = improved(QWERTY, swaps=200, scorer=confusingness)\n",
    "plot_kbd(KBD2, scorer=confusingness)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This significantly reduced confusingness, which previously was about 0.54. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 5: Maximize User Satisfaction?\n",
    "\n",
    "What makes a keyboard satisfying for the user? I don't know, but workload average and confusingness seem like two important factors. For now I'll just multiply them together, and note that  since `improve` works by minimizing a scoring function, we'll define `dissatisfaction` and minimize it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dissatisfaction(kbd, scale=50) -> float:\n",
    "    \"\"\"A combination of workload average and confusingness, scaled.\"\"\"\n",
    "    # The scale factor is arbitrary; it keeps the score in the range from 10 to 100 on most keyboards.\n",
    "    return scale * workload_average_length(kbd) * confusingness(kbd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87.27431351957803"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dissatisfaction(QWERTY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 7.76 s, sys: 21.5 ms, total: 7.78 s\n",
      "Wall time: 7.79 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%time KBD3 = improved(QWERTY, swaps=300, scorer=dissatisfaction)\n",
    "plot_kbd(KBD3, scorer=dissatisfaction)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Success!  We were in fact able to make progress on the combined metric, improving from about 87 dissatisfaction to about 27."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Layout with Keys in Different Configuration\n",
    "\n",
    "Now let's allow keys  to be in different physical locations.  We'll examine four possible physical layouts: the 3-row QWERTY keyboard, a 4-row and a 5-row keyboard, and the  [Keybee keyboard](http://keybee.it/) (shown below), which uses 4 rows of keys interleaved in a hexagonal layout (although we will still draw the keys as circles):\n",
    "\n",
    "<img src=\"http://keybee.it/img/phones/theme_002.png\" alt=\"Keybee keyboard\" width=300>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "keyboards = {\n",
    "    'QWERTY':\n",
    "    QWERTY,\n",
    "    '4-by-7':\n",
    "    keyboard(' A B C D E F ',\n",
    "             'G H I J K L M',\n",
    "             ' N O P Q R S ',\n",
    "             'T U V W X Y Z'),\n",
    "    '5-by-6':\n",
    "    keyboard(' A B C D E ',\n",
    "             'F G H I J K',\n",
    "             'L M N O P Q',\n",
    "             ' R S T U V ',\n",
    "             '  W X Y Z  '),\n",
    "    'keybee':\n",
    "    keyboard(' Q W C ',\n",
    "             'J U I K',\n",
    "             ' F H N ',\n",
    "             'Z O T G',\n",
    "             ' R _ Y ',\n",
    "             'B E S V',\n",
    "             ' P A M ',\n",
    "             'X L D  ', \n",
    "             xscale=math.sqrt(3)/2, yscale=0.50)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a function to improve and plot a collection of keyboards:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_improved_kbds(keyboards, swaps=3000, scorer=workload_average_length) -> None:\n",
    "    \"\"\"Iterate through a dict of {name: kbd} pairs, improving and plotting each kbd.\"\"\"\n",
    "    for name, kbd in keyboards.items():\n",
    "        plot_kbd(improved(kbd, swaps=swaps, scorer=scorer), scorer=scorer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_improved_kbds(keyboards, scorer=workload_average_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_improved_kbds(keyboards, swaps=200, scorer=confusingness)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zfjbILRiCLUuWLKkGDx6slQI3YHx+kpsJZoxHbpkyZdJBl3yviRMn6ueIKfniiy+0iZ9Uz3jx2/0mCGcDogycxZigwXjS2vBNs7MlbuD48eN6sTfxAgasBPh5ecQSL2DfUToJcPSz3EItQAMHDtRuAv66AeNDGTvX5GZ2/2PHjtV/33//fR0zQLaBG9/Xb/ebIJwNnJ/sAZzLsLj+8ssv2s9qHvj52ZkyYbHDKlCggKpdu7b2c/KoV6+e9j9HgynKEs8uiMmXuAByx2fMmKGLBN18881p3mPiBqhpQLwAxYpiCb5jfLEUkCF1jfRFu9w2btyo5caigdyQEQGQRm6kVkZbdMkNuYWCyoFDhgxRY8aMiVh/IVoYH7KOFhZp4j1IdTRyW7dunTp8+LAOEEVuuXPn1ql7yIxriNyKFSsW1fGNghiv3KpUqaIVTlInV65cGaigiTLgBrHeb8gNOVFvw8htzZo1OpaG3zDfO1euXDqGw36/XXDBBa6MVxD8gCgDHsCC/9Zbb+lFAZMxBX5IY2OhN5XVWIRZ3LZt26Ynn+eff14dOHBATzwsxhR1YcKJtMMxvlsWyniCutjlowyYHa2JFzCgrDAZvvbaa9rPe9111+nvFA0oPRRF6ty5c7rvRVbsFikagwyREQsH3438ccrUEvSIuZr3EiQ2dOhQHQPA823bttVy4/tEkhsKGHJGbm7CGLiO+MWffvrpuI/H+JB1ehDD8e677+pKlFSMNDUQkBt1FFAouF7IDZ8/Cir356BBgwIlqZEb5+I7pBf/4YbcsA6gDJgqlVdffbVriyvjw2WTHiz2VDykoiIyAQojoSQ1a9ZMK064NVAIkDHxMmQ8vPTSS/q9BN8yfopzxZuiKghJx81GB6nOqlWrdPMW2qnmypXLuueee3R7VZqopMepU6d0x8GXXnrJKlOmjJZ37dq10+0KV7JkSevhhx+Oa9wrV67U5+NB58OjR4+e8Z5rr7028J6XX3456mP//vvv+jNz5swJ+54///zT6tSpk5UpUyZ9/jvuuMOaP3++dfDgwaia5tAUiYZIVapU0eeiv/24ceP0a+GoV6+edeutt0b9PYLHy3maN28e8vVGjRoFZNW1a1dH59i7d2+67Yx37Nhh9ezZ08qePbt1/vnnWzfffLP11VdfRfU7RTabN2+2xo4da9WtW1ef64ILLrBee+21iC2wub+vuuoqK17oZpkjR46AnCZPnmy5Ab+jnDlzRmxnjGzp8klDKDpWXn/99bp9NE2iomH79u3WxIkTraZNm+qxFylSRDcJC/W7EYRkI10LE8iJEyes559/XncOLF++vDVq1CjrwIEDjo/HZPzZZ59ZV199tZY7k3y4nvFuTM4sDHTv41yXX355yPe88MILgYl78eLFUR97woQJ+jOhJlrOO3LkSD15o9QMHjw46gk53PdAiWjfvr0+5zXXXGP99ddfId9Lp0KUBy+UAdohx6sMzJs3T38eBTPU92TxLFCggH48++yz1rZt26x4+Pnnn/VYWRwbNGiglbhQsOjly5cvoqIVLSh9fMf8+fO7tpCmp3x++eWX+l7jnnvkkUf0tYwHrk+fPn20Isv9hBwFwU+IMpAg6J/OLhNrwEMPPRSVFSBamHDZgTBZFipUyPr444/DTs6RdnPJ5N5777XKli17xvMs0s2aNdP3VY8ePVy/tz7//HOrRIkS2kLz9ttvn7F48RzXjB2qH8FCxI4/+Lr++++/1g033KDlduONN2rrgJugyFSoUMHKkiWLtgCx07aDksq5169fb/mR9957T49vz549aZ7nOt955536NZTnTZs2uXperGtY8mjbTfvpY8eOuXp8QXCKKAMJYMGCBdrUiFl60aJFnp2HXV/btm31NXj11VfTvPbTTz/p55mk/cbx48etYsWK6V24nV9//VU/X6pUKW3W9or//vsvsPt88MEH0ygELAbsgseMGWP5DcZZvXp1q3Xr1mmeZ8xYnrAGfPjhh56d//Dhw9qMjnxwpWD5MjAHoKSghPoR3Fko53awquEKwRqA1c4Nq0a4+33QoEHaSnDddddZhw4d8uQ8ghALogx4DObobNmyabN6IuTCBPbYY4/p64BZ2P58nTp1rBYtWlh+46OPPtLjXbFiReA5/o2lo0aNGtr3mghef/11PQ7MufaFAF9xzZo1PVscnGLcDJi07YoAyhPxJBs2bEjIOCZNmqRjEbBE2BUC4hSwutif8wNYK5DbO++8k0YRuPjii63ChQtbv/zyS0LGgYuCeAhiClCsBCGZiDLgIUuWLNHmZ8zcif6xsyPjWhAwZyAIjF1cohaJaLniiit0MJ1h3bp1OtiqVq1aZ5hxvQYLAHLDhGt3JfAcQZ5+onPnzla5cuUCJnqUposuuki7W7Zs2ZLQsRBYh+kbC4tRmlhUkVsot1UywfqDy8z8JnENoCjjYgsXA+Gl1RALCko6FgNBSBaiDHgEEe7szjBFxhMk6BQm5Pvuu09P0CaQD3Nk3rx5zzDHJxPjviDmAdhFMjFj5sbvnQzwgdtdKiy2XEuCMP20uyUQ1biDuN4sKChRZE0kAxMESpyF4dJLL7Xq16/vm1gV7ikUgQceeCDwXPfu3bVrIFEWgWBwgfE7tVvyBCHRiDLgEaQL4h5IZgAVOw2ClTB/mijsoUOH6muE+yLZEERJZDWLv9kVPffcczpgDyUhWbCw4lMuXry4jicAfO/IzUsffLSgnDRp0kQrKEbRxOTN+GbNmpXUsWEZyJ07t/X333/r///222/1uLjv/MBNN92kYymM6+mLL77Q43vrrbeSOi5ce8QQ2F1lgpBIRBnwgG+++UbLgVzsZMPkwiTDZGMWEkzymJKjyc/3ElK2GBuBgsBf/j/eeghuwGLGonb77bcHniMqn9RKtyPzncY2kFYIuAQIUL3tttusZIPyhBJFOqVxF/Tt21crxmvXrvVFbAoxDqaOAOmDpOYmOx4EZR2lHdeYuAuEZCDKgMuw2JJy1bhx4zPSrZIF8QOYIf/444+AT57JOZnuAoLfsAAQVW1gt4ulwM20y3jA3M39/N133+n/RwlAGSBjI1nXFp82PmaCHA0dO3bUWReJjq8Ih0krNFYUlE5iGxo2bJi0VLqtW7fqmIB27doFFn7caMT0hKsxkWhw5/E7HTZsWLKHIqQg+0QZcBdjdmSx8wvsOljE+vfvH3iO1CnGSZGgREMBFjIFWBxMpLkJNps6darlF1g0SAfFtGyYNm2aDsLs169fwneTWCvIFKhcuXLAPfDPP//oBQRrgZ8ge8YeFEqgHDEOyDLR8QMUqKpatarObDDuAeSH5cceKOoHqLBJEKhfNhJC6rBPlAF3adWqlaM0NFOtzv4gXQuTa4cOHWKq5hcKTO+Yku2ugaeeekqfh8I1iXRbEORGyqDxx5s0NL5rrGlooeSG1YOd8pVXXmk98cQTccVt4OrhOrCzDFak2FkmSiHge7K7vvDCC9NkCjz99NM6PQ2Tt9sVEuNhypQp+tgU2TFQMhtrEAteokzhBAwSN4MyTOEvw+jRo/VYnBQVCnXPBT8o2ewElCY+72VdDUEIhSgDLsIkwa7RSTCSmWCY8FmkeZACRdodz+NLJxgr3rHZI71ZyFgsOT47Xa/N85iPyWbAL2rPFGAhw/Q9cOBAV+RGLEK3bt30bpDXTLU3Jws3Ckuo4jnDhw/Xxya9z+v7nQWCXS3f0Z4pwIKKAnXXXXc5Oq6XyoApJNW7d+8zlARTbMfr2AsUz4oVK2rl0x6YF65YUzz3XPDDacCkGZufMleE1GCfKAPupqSxcDgJzIs0MZt6//jU44EIeXbLwVCLABMuJnEvculZUAnE4zswhuBd7Pvvv69fw+Tt9oL2/fff69007xkwYIDjCHlkEwyBaKSkeVUhkVRQrA8ocaTo2a0TMHfuXP29qGfhN2UAHn/8ca38BSthyIqdOg/iCty2rqCIoLyhdBCUFxy4iIWA7z1z5kxfyu3NN9/0dQls4dxElAEXwZxP4KDbEwy7aF7DHBwPpO3hKgg1+a5evTrQO4EcbDeq/mHyZ7JnV4t/NlTtf8AqgZ/Uq4mZLo/U0EfhMSlvsUBnQxbkUJMzZmZq2DMG8tXdCEbDX4wVhVoLdGeklkAoPzsd91BGnPqXvV7UqIzI8QlYDQarANkZvE7lQq5RvHBvYT0ztf/JoAnV2IgOj5zXiWslEXLDisHx47EECkKsRLt+Z0x2C+WzgaVLl+oe515Br/l4oG/9vn371IYNG854rUqVKuqHH35Qzz//vO7bXqpUKXXLLbeo77//HkUwpvNs3bpVPfPMM7rv/M0336xq1KihVq1apXvT0+s+0XKrWLGiuummm3S/+enTp8f8ecaGDEwvezt8x9mzZ6vRo0erqVOn6j73bdq0UV999ZU6ffp0TOfZvXu3evXVV1X58uVVy5YtVeHChdXy5cvVAw88oM4777yQcqtdu7bKmNGfP0/uNzPOYPhuH330kZoyZYpasGCBqlSpkrrqqqvUJ598ok6ePBnTeQ4cOKBGjhypqlevrpo2bao/v2jRIvXcc8+pLFmynPF+xoOM8+TJo/wIv8WsWbOGlJsgJJv4VqEUYM+ePWrjxo2BCdBN3n77bf23UaNGcR3HjG3JkiXqoosuCqlsPPzww6pnz55q/PjxeoJt0qSJXuAuueQS/XkeLK7ZsmXTC9TRo0fVjh079MTFg2Pzl0m4S5cuqnfv3loZCMepU6f0Itu2bVvlJZdffrl6//331eLFi2P+bOXKlfX35Xshj2BQcJBZp06d1MSJE9Xw4cPVtddeq0qUKKHq168fkBuTfPbs2VWmTJm03Hbt2qWWLVsWkBtjQ+lAcZkwYYJq0KBBSOXJwGe8lls8FCxYUJUuXVqPE6UwFB06dFCtW7fWihRK6A033KAKFSqkv7uRW9WqVVWuXLm03I4dO6b+++8/fc+Ye+6nn35SR44c0UrYsGHD1JVXXhlRbnzGjd/p+vXr1dNPPx3yNcbPPeAEfoc1a9YUZUDwJaIMpMOaNWv032rVqrk2wRw6dEhPCN98840qUqSIeuWVV+KenIsVK6Z+//33iO/Lly+fuu+++9S9996r5s6dqz777DM9oc+cOVMdPnw45GeYfFESmGRvv/12bVWIZue1efNmfcx45ZYexYsX139ZgJ1Mzizk6cktZ86cWino0aOH+vHHH/Uul+v30ksvqf3794f9XLly5bTcXnzxRdW5c2e9GKYHysSff/7pudzihd16enJDceR788ASgrUAub3++utayQ4HigZyGzBggFY8S5YsGdWYGE+LFi1UvGBhGzhwYMjX+O04VQaM3PjNCYLfEGUgHVi4IXfu3K5PMEWLFtXm+lC7+Vhhh2XGmh6Yn6+++mr9MLv4P/74Qy9CLEb8P+bM/Pnz690/x06W3LwmFrmhGF122WX6AbgLuK7r1q3Tcjtx4oSWG8oSckP5ihWjlJ0Nctu2bVvU72dHzAOwkvz1119a0Wbnj5sHuaF0sVhGozSFguvohtyaN2+uvvzyS5Xs+00QEokoA+nARAWZM2d2bYLZuXOnevfdd7XpHlPqzz//rCfCeGB8ZqyxgluAHTIPtzBjwQTsJcQxgNMFJB65oVTho+bht/vNa+KRG0rVhRdeqB9uwni8vt+SKTdB8BJRBtLBBCrh03QLFq4HH3xQB/0NGjRIm0PxicYD4wsVVBUNe/fu1T7uTZs26Z0algF86VgGatWqpWMLIvlqQ2HG4vXEN3/+fP23Xr16CZfbwYMHtY8b6wA7egLc2OHmzZtXWwZQEmINAvTifvOCeOTGPbZy5UptGUBuWFQ4Frt63CMEHToJquUYfl9o45GbIHiJKAPpYHbsLJhu89hjj6lx48bpAKv+/fvHtVNCsYjWuoBJm8CuWbNmaR8u8QwGdlYmgNCAuZvodgIdu3Xrpn26yZSbYe3atdoPzeTarl07x3Jj8YkGFvsZM2aoadOmabmxmJmMDBYvHkz25jlMwihTl156qZZbhQoV0j0HgYhey80NYrnfcKfMmTNHXyv85atXr9YKZzi5oYjiUiBIs2vXrgH3QnownnNJboKQSPyZu+QjjOl8xYoVrh+bSQ9XATujZ5991vFx8N3++++/Ojo7EsQEPPLIIzq98NZbb9V+W1Ld3nvvPT1BMw52VuzcmMC3b9+uPv/8c3X//ffrCWzIkCGBFDvS7iKl2BH0xU7PC7nBwoULteuFRYTvRIR/rPBdf/vtt3TlhnxJqURZIyoeWV1xxRU6G4TAOMaA7IxVhWBGFr/HH39cp9rxPoIwidFAkYiUYodig9LgldzcgvGlJzeCBAcPHqy/D0F3BF+ywJOVQYYF8rLLjYUcSw/WMu6zDz/8UCtTxGh88MEH6VpLGI/f5cb9kp7cBCEpuFm04FyFboX33HOPJ4VMKBVM6Vnq5DuttU+ve87BucJVvKOZEQV2qBxH9TvT6TAWaAJD7XfKqnK+unXrBtoUh2tqQ+EZt0rDUnqYAkDVqlULlCOm+qDTSndLly7Vx/nhhx/CVryjlDIV76hASZ8FGi/FCteYaoxUG+R8lNINd0645ZZb9Hud4nXxnG3btkVsPkWxJBosITMKQlHamQZfsV4nilvR98AUf6ItMQWPwkFRLapSOiWacsQ8nJb3prMj8qAyqCAkCqlA6CI0YHE6OUczMTM58J5bb73V0TlYsAoUKBBysqVsL1UAqXhHWWUUg3jhPPPnz9dtiZncqIAYqhFRPJNzpEZF9HWIt1ER0GuCyoyhZLJ8+XLdmAqFg/K7TqvaBUOJ4UsuuUSflx4Vhw8fPuM9gwcP1t811uZOiVIGjPIZqhkQ16Rp06b6ddoxu9WngBbPV199daAiZKjrMXHiRP36rl27HJ0jmkZFPOyNuNxUPgXBC0QZcBH6kFP21ukk4DXswOkNELxgs2s29e/dKAsbDDskmgexsFHyOLjGPiWLuW/sTXj8BDtwrBzhOhrSEMlpf4BIsMjTUZJ7CitBcFlfFDi/tcsOVvIKFSp0hvLJYow1AAVw3rx5rp+X86HA5cqVS1sJgq8Niojf2mXbofw0ViY3FHJBiBZRBlyERY7FgUXCb7Bj4tp88MEHacy0dLzjeXbtXveZ/+mnn7SrA/Oq3VVBYyd6JqAw+A36QmDVeOWVV9IsNk8++aSWG26VUPXv3YTGOqG673G9ypQpY912222W30ABxAp1//33p3l+xIgRWvHs0qWLdid5CX0iUD7pi/Hdd9+lea1BgwbaguA3+E3Sk6Jjx47JHoqQYuwTZcBdbrrpJj1xJ6rPfbTQDIhdmlm4GB/tZdmt04gnUaAEoAyULVs2TZfCe++9V3ex83phjRWaAbEzt5uUn332WX2f81oilRJaP3MN7dYbYznYuXOn5SdMMyB7x8AxY8YEFCinzZViheZSdOqkydeiRYsCz7/33nt6LE5iYrxkzpw5elzByosgeI0oAy6DjxwZfP3115ZfYAfG7ojAOsPzzz+vx0knwUSDDxnzLQF+xhfOAsd4CKDzC+y8MWV37do18Nw777yjx4lCkGhQSIi/oGWyUU5QAlAGUAr8Aoom8Q7XXHNN4LnPP/9cWwTuvvvuhCvKmNsbNmxo5cuXL2CRMpYLFBM/0bZtW+128ttmQjj32SfKgLvwI2YHx4Mocz9AABoLhgnkIugNdwYtXpPFypUrtfn9f//7X+C56667zrrgggt808edAD0WMONzxuyMH/r2229P2mS9efNmnelB5L2BQDkWOqL3/cCkSZP0PEAbZtizZ48O6CReJVEWgWCI4yldurTVrFmzwLUjVobfBS40P0D8RLIUdEHYJ8qA+7B4EF3+zDPPJHsoOiKZBc3sHFFQiH5nV04KUzJ54YUXtJvixx9/1P+/YcMGbc7t1auXlWywVJBZgfsCWEDwMWPRcCtjIF4T/PTp0wPWgcKFC1tt2rRJ+o5y+/bteseNu8xATAMxIVu2bEnq2GbPnq3lNnLkyIDFAP888QNex8tEY73DCtWkSZOkKUxCarNPlAFvIM2MiGB7wFeiwQRP7YP69esHJjvSC1FUSF9KNkTLY04mxsLkZL/55ptJd7Mgq8suu0ynWpqIbqLTGVek/PVEwYJ//fXX64DC3bt36+fIs2d8EyZMSOq42rVrp+MaiHGAmTNn6nHhXvED1IDImTNnwF2wYMECrSzbA0STAe4TMiziTYMVBKeIMuARBMLh+6tUqVJSgrvYXbAjwwxKNDqwo2XnbTfNJ5tVq1bpyXjs2LGBcZMCSdZBuOJIXvPQQw/pMZkgLqwpjIcIeL9A8CWLhz12gRRIduDJUkBJreX3/9FHHwWUA6xQdtN8smFuQomitoGBjAd+J8T7JIPJkydruVGASRCShSgDHkKkMrskKvAlsvYAEy+VEFnQyOm2Fy3CKmCP4vcDLVu2tGrXrh1YMBgf2QbszBM9VlIsuYeHDBkSeO7jjz/WzxFr4Sd69Oih3Ram6BDKHrEqLHZe1IuIBMocMrIrmrioeO6LL76w/ARpoVgHTGwKVikyDogHIf01kWA5IX4HRVPcA0IyEWXAYyhLS3AXOyT8qYkwcRNQxnUYNWpU4HkW2sqVK1s33nhjzMckqC+aims8vvnmm5iPT6AZn7VPxMQPsNCRR8+/vQb5EFDJOJ5++uk0r7GzJRo93uAw/Oh8JwIn8+fPbzVq1EjvBp3GbnBvMd5p06YFnqOSHxkHxBA4KYnsBL4D46Bmhd0CwAKHUudkkYumOiL3mjlvrEGYKMXUPLD77Cm6hZLg5B52ahFAEcC14rSKpCC4hSgDCYC6/EWLFtWmZkq0emmJYNFioiPIzM63336rr42Tim9Dhw6NWIOdvgIcGxeEkyqCpngOUfp2yH7AOoAyRcqhV6ZmAttatGihvwOlmINlGlysKRaY5PFTG/mgjFFciRoP1Fvg+YsvvlhnKjiBBcyewge4perUqaPdCCzUXu04SW+kBDffgWqD9uvDa8HFmvyiDED79u11EK0dFAL6G7BAE1vjVTYQ58Fyx9hRmPySdSSkNvtEGUgM7EZIrUI++PJJt3ILFlPM2kS/s8CEKliCaTRUadh4YdInCprvNWXKFMfHwbxM/nykBad169ZnlDKOB2RBYBt+dpS1GTNmnPEeIs9ZHEL1Bog2rZOxUwkvOJqe62YqGaIQODkHihr+7uAFhQWHoDSOTYS624FpZDLgjiDNEcUz+L769NNP9bmdKjleKwPGT28CHQ1YaUg5RKHGmue2a4i4BBRfekoQYyGuAcEviDKQQJgwqfZHASAmUszR8fjEiXTHV8ukhdypMkhp33B++eC+BPHCrhdfK+eOt5Sw6U8QPDkbMIUjMxZuFId4XAdM+CwGWFFM4ycTlR/MnXfeadWoUcPRebAqkDqJSyCSi8goO6RaxorpTxBu0cIShLKGlQDlgIBNp6C8oDCxQHNOMhrC3b/xKp9eKwOmP0G4eAbSgwkARhHEYvXzzz9bTkEGc+fODVjQGjdufEafCUFINqIMJMlKwASG2ZgdCKZjdlrR7HoJesLkT3thdmUECWLiZlGINBmxkJLu6Cbk4HO93Sgmk97kbKwERH6b702RIpQI3AnpLTooTgS0setDFpyLrnlUxosEAXndunVz9J1MDEJ6ipLpG4F/PVawANizMcK9h8XZ/r0px8uClJ7cyIpZvHixDqw0sSNYOVCmIn2WezIe5dNrZYCxcx8NGjQo4nfHbWS+N4HAtOYmOye9ugRYalDQsNyQUcTnieUgRVWsAYIfiXb9zsB/VDrs379f5cmTR+3bt0/lzp07vbenPMjp/fffVyNGjFC///67fq5YsWKqTp06qnz58ipbtmwqY8aM6ujRo2rr1q1q6dKlau3atShmqkCBAqp79+7qrrvuUmXLlo14nn/++UeVLFlSffLJJ6pdu3aujP29995TXbt2VRdddJFavHixyps3b1zH4zvlz59fPfjgg+rxxx+P+N7Dhw+rDz/8UA0fPlzLBAoWLKjlVqlSJZU9e3Z13nnnabnt3LlTvwf5njp1SuXKlUvddtttqnfv3uriiy+OeJ5jx47p9w8bNkz16dMn5u90xRVXqPnz56s5c+aoq666KuJ7S5Qooa/xtm3bVNGiRWM6T5UqVfS5kEckjh8/rqZNm6bvt++++04/x3WrXbu2lkWOHDlUpkyZtNz27Nmjli1bplatWqVOnDihsmbNqjp27KjlUK9evXTHxHe488471aBBg5QTNm3apMqUKaPKlSununTpEvY97777rv4NjBo1KuZzNGvWTM9X/C4iwX3zxRdfaLl9+eWX+l7NmTOnqlWrlqpWrZq+RzJnzqzvl71796oVK1boB3I8//zzVfv27bXcmjRpojJkyBDzOAUhEUS7fp+fkNGkGAj+nnvuUXfffbf6+++/9aJlHkw6TCZMRCgFLP5XX321euSRR/SiV7lyZT3RRMP27dv13wsuuMCVcS9ZskRPwEyI06dPj1sRACbJ0qVL68UwPVjs77jjDv0wSpJ5sPAit5MnT+oFjLE1bNhQ9evXT8utatWqeuKOBhZEFkKncjNyL1WqVLrv5T18FxS3WJUBxmfOFQm+980336wfRkkyj3nz5qkjR44EFn4mg5o1a2qFs27duqp69er6PowGFssdO3a4cr9t2LBBDRw4UHkB4zNKeCRQLK+//nr9+O+//7SSZOT2/fffa+UURStLliz6N8E9huLE/YYMURYE4VxBlAEPYSFkYuLBLsJtWBwh2sk8EkzyWBfYBU2cODHd3XUsMD4WpFgoXry4frRq1Ur5WW7Rcvr06Zg/w+Idq9wKFSqkrr32Wv1wG+4Nt+TWvHlzrRiHAqsLFpFE3m/58uXTFgUegpCKZEz2AITkw67xxhtvVFu2bFEDBgxwzeVwrmJ2+Js3b073veY9uAsEQRD8ilgGPASzqnETYILnL//PzpSdIjs/3AT4djE9YraNxU3A5yHWXVAwffv2VQsWLNDmUi9Mt4wv1t2k3U2A7DZu3JjGTcBODlOtkVssboJ45XbZZZfp3evcuXMjxgysWbNGfw/GGquLAPi+uE5iwe4mQG7r1q3T5m67m6BGjRpabjz4d7TXBnO5G/eb1zi53+xuAuTGtTt06FDATYBLgHvMyI24AlwHgnCuIMpAggMIMd8yweNCwOzKYvH111/r95oAwm7duqlevXqlG0BoFpi//vpLKxROeOutt9To0aNVxYoV1QcffOB6IJRRiPj+6cGiNXnyZDVy5Eg9IdsDCImrIBDOBBD++++/6ocfflBvv/22VqxiCSAkoJGAOuTmBAIsX3zxRTVmzBh1//33a9N8KJ577jn9l0A5AkZjhfFFYy6PFEDI51m0TADh7t271fLly9WECRNiDiDk3ihSpIhjuSUKxhfN/Ubczueff67vt+AAwkaNGmnFKTiAcOrUqRJAKJybuJmakOq4kVoYnGLnZWrhwoULdTU56iN41fs92tTC4JRKUgspbBNNaiGtku2phRTj8TK10F50iM6RwdeXFDPaXPM638lJ7YRoUwufeOKJM1ILkXk0qYXk3D///PNpUuxSNbWQ1EB+A+mlB5JaSMMoSS0UzhakzkASig5ROIfa8W4UHeJ4FB1iQfCi6BDKB9X5uK50E4xUlpiH07ru6RUdokUvMjNFh+KpqBeq6FC4ipDxFB0yhZloKGTKEdOf4NFHH9UFgMqXL6+fp3Kk09bI0RQdMhXv3Cg6RGMdKTrkrOgQJZCl6JDgV0QZSBCUomUHj3y6du161pQjNpNytA8UAjfLEVMZ0FToa9WqlevliMePH68VjGLFinlSjtjAYoAiQH8Kjmfk1aBBg7gUm0jliGnTm4hyxFgZpBxx9OWIKS4l5YgFvyHKwDnUqGjt2rWeNCryGtOoCCXJDpUF2T3TqGjChAlnZaOicHBcvhf3RTy7RBoVXX311UlpVISi1rlzZ08aFXkNu3R2/sEKFLLMlCmTdt941UAI6500KhL8higD52ALY0zbXAdKp7rRwthrTAvjRYsWndHCmF1UoloYE1MRqoUx/RfibWEcChQzFh56BwQ3MYqGZcuW6fHiQjGw0010C+M33njD9RbGXmJaGA8fPjyNInDZZZdJC2MhZdknyoB3sPvDNE/g0X///Zew8zIh9+3bV8cRTJw4Mc2kzSQYT5yCFxDPULt27cBCgiuARYT2xYkeKzX4uYdxuximTp0a0S8fD7gmcK1MmjQp5s8Si1CiRInAQrJ3714d8Ij5nnsvkRDAiIxw9xjoBZFeUGgywGXGom/mqSNHjljNmjWzcuXKZf30008JHQsxGCgExK34TWkSUot9ogx4A5HImCHZjWO2TTRMLLRKxp9MYxWzWBDEZp+wkw0BbSgtb7/9dmDcBCriUsFNkAweeughPSYTe4EZl/Gw0/ULKEm4ATBnG2655RYd/7By5cqkjAkfOL9/lCdAucMihmXFKxdPrDA3oSz17t078ByZOfxO8OcnAxO/gEtHEJKFKAMeQRASJmDSi5IFQW8VK1bUaW2myxomcKwDS5cutZINO9pLLrlEj5HdGWC65R76+uuvkzYuZIXJGMsEGRtASphfdrksrETys6iZ1su4ChgfsRXJHBcmb6xhJjCPnS/jeueddyw/0LNnT20VIEDRpM2i+AXHiiQaMj1Q7twO9BSEaBFlwANIS2LBte/akgWmWvtkR7Q0qXLVqlXT/04mL774opUxY0ad/w8bN27UlotevXpZyQYzO9kZ/fv3Dyx0BJcRx4CFJZkQvc/vjIh+E6yHYtCmTZuk78CJi8mfP7/OnDBgAsdi4SQuwk3mzJmj5UaGiFGWK1SooDM60mtJ7DXELBBES+aHuAuEZCDKgMswGeO35eGXKGEivTGDmjQvAsvwUz722GNJzbAg2tzusiCinwIv1DbwA4MHD9aKlLGiID/8yuSdJ2vRJfiNdD6i+A0EjBKk6mbaZTwQp8I8QGAokEZL6iaptcla6IjZKV26dBqXBYWY+F14VUgrVkyqpHGZCUIiEWXAZUwKXzLN3KF2HVQPtC/+VJRL1sRDLAA7bKwTJn9/zZo1ejzvv/++5RfYLRLpz+JvwNzNOCNVrvMKLABkClCPgX8D8SgsaC+99JLlF1hscf9cc801geeo9IgVCHN4ohUpXD1kg6AwGfcAbqmCBQsGLD9+oW3btvp3kWwLj5B67BNlwF1uvvlm7QOP58eMm4ESuPis8SNiria6ngC22bNnOzom1QlJNyOwERgfQVRM0FQxTBRMxhRG4vvYMwWYlJmczficpuphnkbRwOrA5M8iQGaAiUlw4spA/mbxBVNCmNcSBT54rE3441GcDLh/UAZiCVKNpYhUlJXIz4A6F3yW2heGMWPG6OfuvffehFkIsDJhDcD9ZE9dRelkLPFkXWBhI52SIGEsRsQI4a656qqrrFdffTVsNc1oXBmRyosLgheIMuAimGkxv7/22muOPs8ESe19ZMhx2FkR6fzwww9bHTp00IsbrzmJRcAUGlw8h/MRUMXzpNR57TclbYtUOJQBs0MzRVjwKT/yyCOOAxHN92DSp5YCx0LZ4Vw8j2/YSXEfJvTg4jkoUqSncVyuVzwKTDSQDYKCyUJjD0g1xZrIGomFUGWkkb+pIBn8cALKF7ED3L92TIAocQRYrLwEtw4WChZqLHZ2iBMILtYULfxucL3xPYgNuuKKK7SCg+UNl83FF18cuBdjjZPg2NyrHTt2dDQ2QXCKKAMup1axS3NaU4Ca9ciPdKxQUcWY1NkJohw4gZS94P4ELGz4TvGNE0HvRX46iyWLM1aIevXqneHbNn0JCCCMpxkQxw6efFkwzcKNYuDk3iRlr3r16mc8j9KH0kYKqRfZGYwd8z/3FMpAsDJj+hIQER8vphmPm7BghiqBTUwBFi8UGS8K/HA+sj9QArASYWmzgxztKZCxwr3M56mNEU7B5H7AQuBEAcWqgJXBZLIIQiIQZcBFqKFPeVgnMGmwyyhQoEC6lQqd7kRJK+T4oVwYLCy4JTCJswt2YyLiPOzI8HMzuWF9CFVpjUUD37wTUF5QMtiFRpKb6W+A4hMrLCycI5RMKESE8sa1o4KhW5kGLCakhKKkoeyE6o1AgCM17t2oXueFMmDSCkPVi0DZJXKe14kjcGJSDwUuFCxqHLd79+4hr4cJcLS7fmK537jW9vTJSDi5Nlx7xkcmkCAkClEGXATzHjXHnWBK4XoZ4W8mZ7uJ3g6LHb57FiAi1vm3E0sB5l9KIZPCyPmok0/2QCSLxQ033GA5AXlxjvRcDMZNgpvC7cmZrJGBAwdqhYcdLy4LJ9UKMa3jy0ah5HxYAyItCFgsnCqfiVAGsABF2oFjEqfQDjLDFUOGBFaOWONtWHCps8BOnPNhDYhUDyIe5dPcb9QR8QpSfpEHFUMFIVGIMuAS5rs7La7Cguh1FkJ6k7OBXgBU4cOKwPtZcPCJkt++evXqNLsdJm525KSREctArjuZC+yk+fdXX30VMViM13g/2Q3xyI3Aq/SgiiDv/fvvvz2ZnAmIRCkw5yHgj86BZGwQbGav64Dc2JkSEPrCCy/oOAcCKPkcixqLW3q7yniUz0QoA0BKIe6vSCAHTOMmvgNLEr536gHQOthuFUFu7PZxL/AZFCIjb+5Tii6lZzmLR/kkPoBz0YXSS1Cg7VksguA1ogy4BIVz+O40j3FCpUqV9OftkeJeQEZBcCOeSDtVFAAyJHAh2CPM8ZXjy7Y/hzWBGu8EnUVbSpggL3tOupdyw+zOe53Un8cVEG2rXCwFH3/8sc7+INIcS4uRESZmXDF2ueHbxmROLEi0158Fj88Soe9nZYDaArSejgYUwy+//NK64447dIwGsgqWm12WuEiMohrL7w6ly2lBMK4n5w5VmwAFJTj40mlMBC4OepoIQqKIdv0+XwkROXjwoP6bN29e5Wfy5MkTGGt6ZM2aVd166636AXv37lXLli1TmzZtUkePHlWnTp3S78mfP7+qVauWKlOmjMqQIYNKdbllypRJtW/fXj/gwIEDavny5Wr9+vVabidOnNBy45g1a9ZU5cuXVxkzZoxpPIcPHz5r5LZjx46o3osMmjdvrh9w5MgRtXLlSrVmzRr97+PHj2u55cyZU1WvXl1VqlRJnX9+7FMT19ELuc2fP18NHDjwjOcvv/xyT+83QUgkogykw7Fjx/TfLFmyOPp80aJF9aT3zz//qIoVKyqvYHxmrLHCBHrllVe6Oh4zlsyZM8clt82bN6crN94DxYoVS6jccuXKpRo3bqwffrnfEkU8csuWLZuqX7++frgJ43F6vxUpUkT9/vvvauvWrVoZsfP000/rB0yePFndcsstSZGbIHiJKAPpYCYXdi9OaNiwod5ZzJ071/UF1w7jczoRYglg4f3rr7/0Ts1uGahRo4Ze9GLFjIXdshMuu+yygNyuuuqqsO9j3EzgJUqUUKVKlUqo3E6fPq02bNigLQPI7eTJk3qyR7lih5svX76E32+JIh654Z7kXjOWAe4R5MZ9Vq1aNVWoUCFHx2U88d5v33zzjW9/p4LgJaIMpEOOHDn03/379zv6/O23365efPFF9dZbb6n+/ftHnOjYMTjdEWKyzp49e9SL2Ndff60+++wztXTpUvXLL78EzNPB4B6oUKGCqlOnjmrUqJHeFUVjio1XbrfddpuW25gxY9T9998fVm7PPfec/tutWzfP5cYi9sMPP6hp06ZpueFaifT9ypYtq+V26aWXqs6dO6vChQunew4zFqdySxSxyA1wp0yZMkUtWbJEy27Pnj1h34tSh9ywHCC3aJU87jmncuvatWvgd3rvvfeqggULKj/ITRASRWwOzRTEmAx//fVXR5+/6KKL1EMPPaR27dqlrrvuOvXnn3+e8R78zUOGDAmYImOFY2/btk1VqVIl4vuYgDkPZnf8tzNnztQTLf7QefPmqS1btuj37Nu3T/uDV6xYocaNG6euvvpqtXHjRtWvXz+9A7/rrrv05B4Jjsvk7FRujJFJeffu3apVq1b6+wUrNM8++6yaMGGCKleunHrwwQdjPgc7+d9++y1dueHjHT16tI4DQCHCVFygQAH1yCOPqK+++kr9/fffepzI7d9//1WrV6/W42rTpo3avn27evTRR7U8unTpopWJ/6scHBosMsRoOJVbosDnn57cuK+RA7tuYk/Gjh2rXQRc11mzZukYFSO3nTt3qj/++EN9+OGHWuFk0Rw0aJC68MILVbt27bTyyjWPROXKlR3LDYWX3ynXj98p1p5QEF/jtdwEISm4GY14rkJFNcrTOsVejpic9ebNm+ucaHLoieg3qX5Om+QQqR1cL94OqWykuRGlzflJ26IYUax536QwEq1NTj/nI6I8Ujof/QPiKb/KuOnlYErA0p+AdDaK2ZQvX14/z18n1eBg5cqV+hjBJW0NyGfUqFG6pG+0KZXRpNghl0gd9UhHJAvBr9kE9EvgmJMmTQr7HqpPUmY5lpTKUP0HSEOkEiTHIRNh8eLFEft0cD84hetKmWV7OWJqcphyxJRA5rWcOXNa06ZNi/n4fH9+g/TUEIREIamFLkL/ADcmZyYy06iISYEUPoqkUEUvmnz6cFABkAUr1CJF/QDK+bKYoYCkVwUx2kmNyR6lgFoC5NuHUizinZwNyIZrQN45ygypjqSeUakvVAW/aKF2BCltoVork0JJOiX3PQuBaRMdD1wfUi2RCdeeipCh+kbQKIkFx42mP14oA0b5DKWE7dixQyszvE7OvxsptabiJWWCWaRZnEPVHDBNlOKtFkk6IwWmSG/lOphGRTRG4prxHb1QPgXBC0QZcBHqyFNNjcY7foS+BExUwVBMh6I6TGrUS3AbejWQO869wRiCJ2FqGfCavYuhn2DsyCZUWVsWAVoKYwlwGypCsgNFEUGpCe7pQIEq5BZce98vUFUThSxYAURW5PrzQFl0G+o8PPvss3pxpmlQsCUMxRe5UZHTj7z55ptaKQ+lfAqCV4gy4CKU+WXippa9X8dmL1JjmhRxzdidO23zGy3sdlkcqMxn3zWhLKBEUb3Pb4Qbm+m+h7XGrX4E4ViwYEGg26O9mROLHlaQaIshJRLGRvXBXr16pXl+ypQpepHGdeR05xwtdHgM1e2R+x5XQuvWrS2/4eexCec2ogy4DNXWqFYXq5/da4g7wEVgb7ZDhTSuF+bmRMGkzORM34I9e/YEnsfcysLGIuInTGdC+66c+ADkhp/YDRN9tMocygDm/M2bNweep5okcRJeKySx8tFHH2kZ2Rdh4gHY8aJAJeo600wItwFWCFpBG+idwViirZSZKFD8kJsXliZBiIQoAy5DgxS/dRzDb8pkyOJlnwwZJwGDiWbVqlW6yyABcmZRoHY/46GMr19AocM9QECigYAwLCx9+/ZNuMJHEGbp0qV1SVyaQQGuFfzjfmtqQ1Bdo0aN0ixyuKKQZaj4By/ZvXu3Di7EumJiYZAfcSxeNgZzAooSsUKJUjIFwSDKgMvwI6aBTOPGjX3zg8Z/yoJhOhDiQyUwMdiEm0joTsfOjKBGA8GXNKnx2l0RLWPHjtX3MxkVgFkbpapt27ZJu7YE2uG2IFPCQCYGJnm7pSWZ4A5CbiYegBiasmXLauXP3qwpkWDZoe1wu3btAkocmTv0hXAj6NMNCBzmdzps2LBkD0VIQfaJMuA+NCdBDpiYkw1mWny0ZgfEIsaOjck52YGOuC4Ym2lvzF92j+m1I07ULpydo71znOks6LWvOz1o+8v9NW/ePP3/W7Zs0S6g2267zfJDjAXuHtJizaKLFQXlM1xKa6KgW6c91RHXCu2Or7766qS79bDeEeyIS8NvrjIhNdgnyoA30FqWCdBpbrsbMKkwuTDJmBSroUOH6ms0f/58K9kwJiwBtGs1EyCWAiwGTjoLugULA4sZixqLG7DLte92kwkKXdOmTXW6qXEXkP7ohwh5Mi9QokxdCe4zxsV95wdwU1Cvw7gLjFsv2UG/KOsoxvYYC0FIJKIMeASTNEWIyN03E3aiFzTMoJgdTQEWggeJ5k+meyAYFn3uGdL0TG0ClANy7An+SgbkiNvbKrP4ci0pJuQXNmzYoK0oFCky17tFixY6ONOecZBIJkyYoOVGPQkDKZG0jvaLy4x7Kl++fLqWhoGaHqSIEreSDAgW5HfqtK2yILiBKAMeQv43Pkkqq8VT9MZpnADXwh5Yhg+c4DcWEj8Hm2FNYVEjBdHszBMFqZfIjQqGhs8//1w/50UNhnjo3LmzzjAwCy27XYLPcAElumbDp59+qhc03CrG5O7HoFB48MEHtUJgfpPk86OAElPgRvGjWCCwkhiQli1bintASCqiDHgMZlLcBZh1EyEXJmIWsuCyxTyPy4Ddo5O0No4X6RHPoh0qDY1/k3FAmqYb1RBj8cX36dMnjQ/5+uuv14qJE78yxyPX3asgTI5PpT8DqXIUQcKSkSilDx886ZdUErSXEiZdlAj+WMsLm+tw6623hnydQElcOPyuTFBsLKxfv14fH9eKvXQy7rTChQsnzEIwe/ZsrQhcfvnlCd8sCEIwogwkSPsnwItFwcvd5bZt27Qpm2tgzMeGn3/+OY3p24kywC6U2gShHvFkAIQrUENAIc97VeEvVIVEdo32RZ/FNbhYk1+UAcZJvYbgAjVEx+NmwTfuZYyDvUIiwYv2RZ85gIXOiemb78UCieymT59+xuv0zIg3QJdKmLjw7KAQ1K1bV7sMqCXhVVChvUIixZfstT8EIVmIMpAgKHhiav8/9NBDrqbPMWl98MEHeifNzobiLsEw+WAadZLjbZQBguq84t5779Xm7WBY2Oy1/92+t3ABROqdwHPxlIb1Uhmwl8AOvq74xtmpc36yINzOgEDBNb0TXn755TNiAoxrhV24E7jnWJS5n1mkg61IuJbiWaxNCezgdEyuc48ePfRr3HduFyWi74C9d0KyUi0FIRhRBhKI6QpI4BcTKZ3W4qk/zgIwa9YsnRqF3Mk3t0+cdrAYELvghEQoAyb4LFSuvOkKyOJAKhhWDwrJOIXjkf7Zvn37wPcK11Wxd+/eOuPBKV4rA6QXcg7q7YcCywDpkFgJ2KUH9zeIFSxMWAGwBjRo0CBsV0XOhfIZz4JtCmOhzADuIr4LcTjxLtKMm2PT3yEUWKKwSHHPPfzww3EHZWLlwv1k+iVE6qooCMlAlIEkwMRN4Rp2nExsFJDBfRCNtYAdGEFOlBAmtQx5s9MIZQ2wwyLKpOZXZSC9ydmMg6A5lKmsWbPqYDViMqKpl8CihA+dgEoq+HEuqgviN460YNGONpzv2g/KALnynIOdbjiwCtC/AAsCvn3S61jsovmdIhsUJYJPMaFzLkoiY6KPZGWKR/m0wz1nsk1wh/BvxhIv/I5Y6LGsRJItWQe4+FB+CPLDbRGtIorbjnFTTItxExSLhS5UJ0VBSDbRrt8Z+I9Kh/3796s8efKoffv2qdy5c6f39pRn8+bN6q233lJjxoxRO3bsUOeff76qWrWqqlOnjipfvrzKli2bypgxozp69KjaunWrWrp0qfrll1/UgQMHVJYsWVTHjh1Vnz59VL169VSGDBnCnufff/9VRYoUUVOmTFEdOnSIeZybNm1SZcqUUeXKlVNdunQ54/Vrr71WNWjQQMXD6dOn9b0zYMAA9fDDD0d8L99n3LhxatSoUeqvv/7SMqpcubKWW6VKlVT27NnVeeedp+W2c+dOLbdly5ap//77Tz/frl07LbfLL788otxOnDihcuXKpV566SV17733OvpeHL9ixYpqzZo1yisqVKigrrvuOvXaa69FfN/evXvVe++9p0aMGKH++OOPwGeR28UXX6xy5MihMmXKpOW2Z88eLTNkhwz5HpwDuXG9kWMkSpUqpTp37qxefPHFuL7bP//8o38TR44cUceOHVPXX3+9mjlzpnKDpk2bBn4XkTh06JCaPHmyGj58uP79Ab8H5FatWjV9j2TOnFmPDxmvWLFCLVmyRP9mzXmQW9u2bfX7BMGPRLt+izLgIcePH1fLly/XE695/P3333oCPHXqlFYKChYsqGrXrq0nIB5169ZVefPmjer4TOp8hgmKv06VgXAMHTpU9e/fX8VL9erV9cT5xhtvRPV+ZLNy5co0ctu4caOW28mTJ1XWrFlVvnz5VK1atQJyQ3FCltGwfft2VaxYMb34sAj5VRlgcc6ZM6eaOnVqVO/np7x69eo0clu7dq2WG/cicuN3zPUw9xpyQxbRHh8FbfTo0apnz55xfjulnnjiCTVo0CCtqKD8RTuO9Ljjjju0UvTDDz9E/b3WrVunf0dGbr///rtWFpAbCjqKgVHozf12wQUXuDJeQfCSaNfv8z0dRYrDbuGSSy7RDy9gkgeUinho3ry5+vLLL5VXMD4z1mhgd8pCz+POO+/0rdy8Jla5oaCwYPHo2rWr6+Nhh2zGFS9YgVAqjKVm1qxZqkePHipZcsOSwqNTp06ujEEQzjYyJnsAgnOMUSeSSdwPsJuMwgCVMM4WuTE+3Cznotx69eql3RS4G7DoPPDAA9pqdi7eb4JwNiCWAY/B1Gh3FRg3AZM8ZttgN0HhwoWjPjafB3zBfobvG+tuku9kdxWk5yYoXrx41IvU2SI3xher3DBr210Fxk3A7htzt3ET4CJAbpi6o5Ubnzfjiof3339fTZs2TbtoiCO58MILdZxM9+7d1Zw5c1Qy7jfuK1w+0bgJkB1xNigdgnCuIMqABzDxTp8+XQd0fffdd3rhZ0JhEr7ooot0IBwTMGZXgpEGDx6sA5QAPzT+2Ntvv13lz58/4nkKFSoUCMZiYfQj7NAYnxlrerECX331lZYbf5mgTfAlciEQzgQQYmYeOXKk3l1C6dKltUuBR3q+ZxQJJnLG5WcYXzQBnMiY+4xAuBkzZuj7ygRfVqlSRccdmADC3bt362BDEwBIoB33Gjt1FuVIcMwCBQrEJTc+269fP31vE2QLN998s46L4IHr4K677nJ8fHOOaO43WLx4sb7fPvroI734A+4C7rmSJUumCSBkfPxWzT1E0G3v3r21nAXhrMfN1IRUh4p3VO2juh7yaty4sc6jpwxqpPrkJj2O3PFOnTrpnGVS7KieR1GjSJ8jz/zpp5/2bWohxYU4x4wZM8K+h0ptpIJRapf3UiKYFDeaHUVKyzTpcdOmTdOFi+wpdunle1etWlWn5fk1tZAythSw4f4JB/fU8OHDdb0Ek1JJoSAKB6WXlkl6HLUs+vXrF0ixozwzdRoicc0111itWrVyJaUwuJgSPQTirTXAPUHNAn6HkdIPSdm0p1RSP4HvTtphJKj3Qfom6byM1xRKoodDstslC0IopM5AgqEcMHXVc+TIoQvaUJHMKeSPP//881bp0qV17j3/DlcHPp7JORHKAM1sOEe4Bjum4h3fk6I3ixYtcjypooyhRFSoUEHXeqAEcbja8F27dtVNbPyqDFCfgnOEU2ro8YDSxPekeA9FipzKDcWBssz0izAVIcMtivTH4D53AoqNvdhQMFOnTtWvX3nllY6/C4pEJOUTpZt+IryHksG0hnZSvROoK4BS07BhQ308il0lqt+GIESLKAMJggWIIjnIh7ro4SreOYFdMTsQJnx2MatWrQo7OTuZPBOhDFCatWjRoiGtAbRiZkdKO1w3u8qhOFG8CQUjXN8ImubwupNCMSweyK1atWqWV7z55pvaQhQ8PqwB7GJ5DeuGmxXvuIeoDmgqQtobJQUv2LFWPKTSX6gyxOH6E2DxcFP5xBpAYSqsRxT1QnlykylTpgQqQk6ePFmsBIJvEGUgAbALYVdL/Xuqp3k1AbBbproeroPghkSYLLk2vMdvIA9M1zfffHOa51kM2JXzfShB7HRnFk1FSCoNokyNHz8+zWtYbpBbehUew5nYjXnYK9gd42ayc+DAAV39D/fB448/7lnFO+5rzsN3xO0Q/N05v9PF2muoZEm7Zzv0CaCkt+lciRy9AFdHhw4d9Hlo9CQKgeAHRBnwGBq1sHuiCU8iWspiJaDUMT5xdmf2HQ++dkzsfsPU17f7oTGjotgkqqUsVgLToGbEiBFpXsMi4aS0rjF3P/LII5YXECfC8WlSZaDXBePFp56eX98NWMhQOBjHk08+meY1zOHU4ffbYod7DWuPvbMnigDlhnkeq0EiwAKB3Gj17DcZCanHPlEGvGPLli3a1IgJOt4GMbEubJhRMRHbTbgE39FlLpL5NRngG2bhNxMizYpozUuApZN+9U7h/HRP5B5+//33A8/zb56L1kXx3HPPafmzMyY2BDeLFxDUR3Ca2fkT90DrXwL9aCiUSHC3IKNXXnkl8Bx9Jnju22+/tfwEzcKwNu3atUv/PxYn7kEUAS9bZYcCSxQywhUmCoGQTEQZ8AgmGHZodD5zMz4gWvAZE/WN/9VEXaMEoAw46THvFfiIWTTZJQETIk1u6HgXKvbBazh/t27dtGXFWCSwtuDnJeAzGvLmzat35gRterUo0yyHRZ9YEAPjy5Ytm/X9999bycBYCGbPnh2QJYow19MvcC0JuCV+x8DvARcRTYiSAXEfyO3dd99NyvkFAUQZ8Ah2SAS9EQWfLIj0xkVBi2Oz62AHwq7IzUA8pzAmesajMJlWzqaVsRMfvVtgMiboD+uE6TdvrufChQstP9ClSxetdBiL09y5c7XcWFiSBa4oYhi4nmYO8MP1tPPQQw9pC4BJxSXbAgsaikyyYxi4nuGyaQTBa0QZ8KgdLztwgoOSDW4CrgnR3yY6n2BGrBZeBeRFy8iRI9PsJFnYsAgQxJVsli5dqi0WJg8dWTVo0ECnI4ZLQ0wU5Krbd5IoUuTA4yJgQU4muESwRuEHNwofrYdp32vM8smCbBEsALg0jPWMtEuyLZLdVhjZICOseeIuEJKBKAMeQHS3HxYNA/ngTNBEeAPWCna5dv9uojEpZATtGSgClF5KWSJ54okntLvA7CKNkod1JZmLBimYBLuZRaN///46NgGZ+gGj5JlYAbuSl6yFjt8iGStkjZhaHMTQoPAtWbLE8gO4KZAbKYeCkGhEGXAZfMTIgN2bXyAgD1/ys88+G3juf//7n94lJcN8S2oVvmSyG8y9wo4SBSVSJb1Eg4uAIEZ7rMCQIUP09U3GOEl1wzpBjroxJ+MKQhEIjuRPJlgncLPYYwUmTZqk5ea0CmY8YAFAeaJ2AGmk5jnqbtiVUT9AnAkKiyAkGlEGXIbAJEy2sZrgSQNDdlS8i+c9kawDxA+YXRHjYyeO/zRSCWAv0rqoYIdJdO3atYHnCYSjDkN65XGDYcFBJsH1AeywAPEeMgVihUUWC4a5p9nZ9u3bVysu48aNsxIFrgDcAAQm2gsIEXjJ7tZvvmasAyib9uBZKmRyHfibKDD/33DDDTouwJ4pYIoiLV++3HERruAHygZKEPeb0xoFxgXkZpEoQYgGUQZcNuESnEfqUqx4rQwQGc9nqc9v3/mSC85i8vbbb3tuwmXxxyKAImAvw8yETYocqXJOlAs+S2T95s2bz3h92bJleiHARBypf0E4OGZw8Rx2vvQrQJ74n73207PQs1tEWfruu+8Cz3O9SMkMV7Y3mbAYorgMGDAgzXiJwUBuDzzwQMQ+HG5lXFA1E4U3OFOAQEfKAzvBKAPlypXT34cHSiMWJFKJeQ0LjpOYHD5DtgMZLYKQSEQZcBGK1eBjZoHymzIATFAEc4UrtsNrXtRDYLEcOnSodlVQ9W3dunVpXkdB4fyRmi1FAlcHn7dnTdizArgm8ey02rVrp8s82+E8lFDmvNSw96KgFOfA4kGUOe4Kghrt0KCJ85PP70fuvvtuq0SJEmcomcOGDdMKFsF7RPN7ATtsYiuQXbB8TFMsey0Jt8pzo9jyvXidDA8nDBo0SG8qnCivguCUaNdvacgdBYsWLVI1a9ZUhQsXVn7kqquuUj/99JNuZWug9S8tYj/++GM9/osvvlj3kadNsBvQ771p06bqvvvuUz169FDLly/X7ZntcN4SJUo4bvHarl07ddttt+ke97QrNjz99NPq119/VY8//rjuLR+P3Bg3rX0NtJZ+7rnn1Ny5c9Vff/2lqlWrpt544w3d194NOGarVq102+Drr79erVq1StWuXfsMudE6t3HjxsqPIDfaBNN+2869996rx04Lb67Ls88+q44cOeLKOWlZfeutt6o2bdqoOnXqqNWrV6tmzZqleQ+/Abj66quV29CC/IorrtD/3rVrl2O5ca9x7wqC73BTszhXofSq03a3ibAMmB04lRFDQRS/qc1O3APuDoL9YgVrA+ciGIpjUYo5UhU6Sv0GWyxihUA68tsJpsPyQA8Gdp/0NgjXyTFaOBbfI1wBIUzi1LLnPexGyUII5bKIxoJCmiXlpPG3c6xIgaiUlg62WPgJ4gUiBdOyiya/n+tEtgGpuPY4kmjB8kD9B3L1cQlgDSDtMpzbi6ZeWCycEskygDWqdu3aOqbEafVM05aauAtBSBTiJnAJAt+YwGnx6ldlIL3J2W5+JhCSNDomVxYngr4IwAqVK84EiAn7rbfe0vnlLMqcp379+npSjmTuZMJmIXCjKiLmYNPdkNgETK1OXQ/BkzOuhvQm519//VUrBQQcMpnTnXLgwIHWrFmzAmmddlBSiJ145513tEmd+g+myyHnMoWYIimfvXr1svwK15Z4jvQyHejfQXZL/vz59fcnUJJYAxRK7tngRR2liTRPChqR5om8jA+ffgPECkQC5TOeqojhYga49jzHfRdv2i4Frwj6FYREIcqAyymFTn3TiVAGmFRJS4t24WXhZ1IzUewmappjkJmA9YBgQAL0eB5liAIuLFDR5m5jpYjUVz5WiPQ34yQN0C1YcKItR8wiTvwIMQxmgeOB0sOOlCAzdv0oWzyPAoPyggJGKeFoAjlRwJC3n1IxQ4F1KNqFF6UL5bFFixb6vjJyIzjUyI3YCaL2zWtYnbBmUVwr2kBOjm2KSTkhXDaBeVA4KN7mWtwLkmIoJJJo1+/zk+2m8Dv79+/Xf/Pnz6/8Cn7ufPnyqQMHDkT1/gIFCqgHH3xQP06fPq3Wr1+vli5dqjZt2qR9msQVZM2aVX/nWrVqqRo1aqjs2bMnVW4vvfSS9t0XLVpU9e/fX7lFLHLLlSuX6t27t36gSOP/X7JkiZYfcsNXjtzy5MmjY0yQHZ+JhcOHD+tr4uf7zcht586dUb03W7ZsOvaDB3Ij1gC5/fHHHzqmgHgM5JYzZ05VvXp1HUPB8WOFe84NuTVv3lx9+eWXgf/fvXu3WrhwoY6JaNiwoZo3b56qX7++5/ebICQSUQbS4dixY4EAIidkzPh/MZpM8OEwr5n3OoHJ1B4IF8v4KlSooB9+kluoBcUcD+XHLZzKjTFceOGF+uFnuXlFPHIjqJSH2yA7L+SG8ty6dWutEBOcOGDAAB3Umki5CYLXiDKQDpkyZdJ/T5486ejz7BLN7iIcJjrZvNcJ7EqJQHcKY2Cny07NbhkoV66cIyXFyI1x+Zl45bZ37161ceNGLTfuERajvHnz6swKMjoSfb+dLXI7ePCgWrdunZYbx0JuWFHKly/v+LjIzsv7zVgDFi9enDS5CYJXiDIQ5Y6UycsJFStW1D9+JhAm+FALxI8//qj/YiJ1CuMzY42GFStWqM8++0y7BzDZ/v333yHfxwSNuZt0rkaNGul0uGgms3jllihildvatWvVp59+quXGAxdBKDgmrgLkdumll6q2bdtG5Wo5V+W2efNm9cknn+h7DbmtWbMmTSqsgXuL3wFyY/Ft37591Eoy4/FSbv/991+6Vj635SYIiUKUgXQw5nPymsnVjxV22DfddJOaMGGCGjRokM6Rt0PO8dtvv60XXfLqne5OyftOz9SPGZW6AyNGjNA+0Ny5c+tJl/Hxl10ZC9Z5552nTZnbt29Xy5Yt05P39OnT1dChQ7XPnroCPXv2VCVLlgx7rlKlSund3m+//eZJ3rcbYAGhXsKNN94Y8X0ocbNmzdJywzycI0cOrSC1aNFCy406CjyHooeM8aX/8ssvWm6zZ89Wb775pvYV33HHHapXr15azuFgoUCu3G9+hvGhGEaCRZN6DchtxowZeudO/Mnll1+uHnjgAVW1alV93yM34gb27Nmj6z4gtwULFqgxY8aovn37qi5duqg+ffqkqyxz/3O/ecWQIUP03yZNmsQlN7ddcoLgCm5GI56rkFJHipRTqFxo0svIjyfvmip3lJslxY+o/SlTpjg+vul5Hy7djih26u2TDsb7KNlKDfdYy8aSYkeqHBkIpNgRGU2zpHAQNd2lSxfLLUydBLdAXulV+iMNjjKyphTte++9F3MFueAUOyofRuo5QMon18iv/Pfff+lW+iNDhlLRsaRUhspIoR8AjYc4DqmDwVUu7ZAVQhlnN1MLeZDJQo0BkzmyatUqR8enJDH1MuiqKAiJQlILXcSNyZniOUws5BkzIaAAoGR06tRJ19mPh5dfflkfM1TNdCZUUrq4fizM5HHHC5P666+/rlPDSAmbOXOmJ5Oz18oAixnHDKXQkH7JtTEpZcElg51Aih1KGSlwFNBBsQiVbkgXSl5PVlvgeJRPCjWhMPI6Lb+jTamMBEoryjLphpS+fu2110KmG9KHg3ROp82EwqUWkiqKgsD9TMljL5VPQXAbUQZchJriNJOhsppflZVGjRqd8fyHH36Y7oIdD3ZFAytB8I557NixenKmAqIfYXJngQmGaoEs2OwCURjcXpQpnkNVPdM3AkXRzhdffKFfc7oD9RqUFQowBSuf1OSgfTX1AlAW3W70xCJ/zz33aNk0adLkjH4bdCrktTlz5lh+BGUlnPIpCF4hyoCLrFmzRn9/KqP5DSZEqugx+dqhBS5jpnCLl5MPCyWV9tixYT2xm4IpeYwbJN6qbV5VlkRReuSRR85QoLDaUFTHi+ZOdui4h8JBAxx7EyyUKgpAUYXPb6AAsOAHF8hit4t1iuqUuEW8BBcExYrYrW/cuDHwPMpHhQoV9D3vR3AzUbBKEBKJKAMu06xZM+uyyy6z/AZlcdmJ2XeXb775pr5eLCaJMjXTghfrCabhQ4cOBZ7HNcHu2+t2wLFCeWmsFpiGDR999JGu/seu3es2vAa6+2GFoASxvdzuQw89pF0Fdln6AUowc29R2tq+OGNKp6Z/osbLdaNTJq42Shsb6KKJMheqTHQywc0U3GpcEBJBtOt3Bv4TTWUv0nv27dunI9BTEdKibrjhBh0lTsqYHyBnmaI3RHWPHj1aP/fRRx/p7AC6CQ4ePNjVAj3pQYokndmuvPJKnX5HfQKeu+yyy9QXX3yhrr32WuUHuOWpckfU/syZM/Vz33zzja4816FDB93dMZ4CULFCRgMR6tR0+Pbbb3UWBrULqFVApkm3bt2izioZNmxYVO8NzmqJlpYtW6odO3boVFnurZUrV+qqfKRPIstEFksig4Z0V9IR6VhIfQfS/yhoREdLHn6BDByqGv7555+O6k8IglOiXr/d1CzOZWg+wy6kZcuWvgnswjXAdcFXanz4mL5vvvnmpI3x888/12PCOgGMg0jsevXqxd1l0C3IpGCM1L0HrCr0ZLjiiisSZhEIht4X7GjJMjEQuIhVBZeGG7X17Q8nEAyINYUgSNNHoXr16voR7RjdBpcEFqk77rgj8FyPHj2sggULpnG9JBOCdrGcPPfcc8keipCC7BM3gfvQdAc50HQl2TAJ4h4gctssugTzESyY7AAlAvMY24YNG/T///jjj9r8TuvkZEMcAymWpPcZhal79+46XXLTpk1JD8wjZdM0xaLtL7EY/fr1s5IN5n/M8rjKTOAgLZ2JV4m3eY9bgXmfffaZ/n+UAGIuSN1NNsiKOApiGcgmEYREI8qAR+ADx5cbKU/ca/C/E01NIJdJoyKIz80ugfFAECEpgHRFNLEC5NkTTJjsCPmbbrpJ5/sbnzLWAeQ2evRoK9lglcCKQvyAyVzBB874vv3226SOrX///rqF7x9//BHwgaO4UAcg2aDUEa9AUCE1EGDy5MlabgSEJhNqCmBNWbhwYVLHIaQu+0QZ8AaCvGhTS0AhZtJkgLmR60HgFrBwFC5cWOfF+wWiy+0BU0TIU4SmZs2aMRefcQvM24xp4sSJgUWkSpUqOgvCL66flStX6kV2+PDh+v9Rpkgbpc3v9u3bkzImdtwsaIMHDw48x/1PW+tk/QaCIYiQbIYBAwbo/+d63nDDDdpCEKlQkZcsWrRIuwceeOCBpJxfEECUAQ+ZN2+e3uV26NAh4X5wdrBciyeffDLwHIsbz61evTqhY0kPzKOk6BmIbcC/i8Ug0SbTTz75RC+yd955Z2Dhnz9/vpYbRXT8BC4MFlozTmIBcP9QsCrRLiCyRHBVtGrVKuAewAeeXgXCZNCnTx+tqBsFhfoWmOdRpDZv3pzQsVCtk7RR3CriHhCSiSgDHsOOl8Wlffv2CStGROU1rgPlUe07WXaOLLCxYg84I70tnGJjKqfFWgGQ2Ao+g+87eHFp2rRpwu4nlCV82yhv9kI5uAwqVqwYt1WA4DW+J+4HN+4FiuZwPGRlX1w4PgpBoiwEFF8i9oPASntBqXvvvVcH6MValtl+z2HWdxtkFOwaoGIg5aRxqZkYFq8h5gOLBNfKuC0EIVmIMpAA8M9jBqSYiPGlegFm9bvuuktfA3zv9sULszLPkyPvdGJmoeTvp59+GvJ9mDkJAOQRizLAYsECFlw8Z8GCBTrrgd2vG2V+w8HC/Oijj2oT92233ZZG2THFmlCw4r02mKc5BzLEVx0vpngOWSHBix0WAq6BcRF5AQoTvm6yG6677ro0tQP4d6hiTX5QBoBYGh52CAylNwiuNAo9eQW/S+pXUJ2ROcFeN0IQkoUoAwnihx9+0FHWBFfhUw3VHyDeXSI7GxacUaNGnbGLJUKfSHgnKXFmYmbyZIJv06bNGe9hAcVqgLkfxSfW3gBkFrCwBUMgIfEDWFfw87ptXaE0LvEALGjEWAQXPRo/frz+7vFO2Ez+HIfmUyhLblWYI7OA6xo8bq4Z14tzkknitA5/OLAC4d5BuUEJDI4JwFoQj0vKa2XAZBYEz1VkGODq4DVia+g94SZYIPiNcPxu3bq5fl0EwSmiDCQQdkuYTplAmUjxT8cbS4CpkcwF5I6Z1l521Q7pU5jc452YsTywUw7OzcYdYna8TpQBk+UQ6t5BgSEanfMSQY8P2onp2Q6LFAoICzMdItlNhwJXC7vFeGEHyPgx3RNUx3ndSFH86quvtNxCWZxQELBo4G7B/E0cSbyLD/cXVieuMcobSm4ojPLptKKk18qAsZQRDxIMijTNocgGQsEdMmRI3DEYWJioAopMyGagzoYg+AlRBpIAPl4WB2TFxPDMM8/oyS9anzT+RXastP7lGBQ5ovVrpImXxYBdabwTM+Vl+ferr76a5j3spowv3IkyYPy4oSZne2AhCynvwxeNCZp+ENHKjYUQNwlxExwDczCLViRrCYFdt9xyixWv4sH5qO9gj5GgO2W8sHO1Zz6Egih5rDkoIARmouAgy2gXagLbKC9MIS0UWaxDuFUiBbzFo3wmQhlACUdJsmc+hFrAKTmN1Yj3spMn8j9aBZ7fAkHExJygCJp6HxIfIPgRKUecRChZPHLkSPXBBx+ow4cPq0KFCunyt3Xq1FHly5dX2bJl0+Vujx49qrZu3aqWLl2qH5SgBcri9unTR5d+Pe+888KeZ/fu3apgwYL6PJ06dYp5nJs2bVJlypTR56NUarVq1XSp3lWrVunXt2/frkqVKqV69+6tXn/9dZU1a1ZVtGhR/bloOXnypL5nBg0apO6///6I712zZo0aNWqUGj9+vL7XKC9r5FapUiWVPXt2LQ/ktnPnTrVs2TIttz/++EOPu3Hjxlpu7du31yVqw3Hq1Ck9pmeeeUY98MADyil8dsiQIWrSpEmqY8eO6uDBg1o+BQoU0GVn4y1pzLWhBParr74a8X1//fWXeuutt9SYMWO0XHLmzKlq1aql5XbxxRerHDlyqEyZMmm57dmzR9+fyO23337TsuC9d999t/4OvDe9MSFfSl07Ifie8wLKX3MOfheR4P4eO3asLuW9efNm/busUaOGlhu/hVy5cun76NixY7rU84oVK7Tcfv31V10KnHuS38Ztt92m71VB8CNSjtgHsFMgyJCdIrsv0p6Cy8ISbERzH4q60BXR3jgn2uYn+Mfd2KVhNuX/2SXBiy++qP/fVJhzYhkAAgXZtUYLpW1p40vraNLssJAEy40YDaww7MhwRWBJiBYKDkUKmIwGrA5UMmRHbndtGNcOZv54wQdNrny0sGOlvgPBf+xaKWUcLDd2w7hPevbsqd0LNEqK1gLD+7AgYK3yq2UA6KgYS1MxLAJY9bj/sRiQYWICQs2D2BbKLpM5QqltfnN+qU0hCG6s39Ixw0PYLbRq1Uo/DOwo2KGxI2Mnws7DaTMhjgPsmN2gS5cu6uGHH1bjxo1T9evXV++8847eNcbbmInveeTIkajfz+6Upkb2xkbIjR0algYsFDTESabcaMTELrx79+56PAZ2iRMmTNA7zmuuuUbFKzcz1mhAJs2aNdMPA/LiGMjPyM2pxeL48ePaAuPW/eYVsd5vNA7CqsTDwO8TufGdkRmyS2TzKkFINKIMJBjMtTzcgAkLIrkSYgF3BorL5MmTdfc+zO9vvPFG3MdlfGas54rcWOzN4m+HhZiueSgLmOTz58/v+BwsPvHKjYUOt4Ef7zevcON+4xgopem5TQThXEGUAY9hJ7Vhw4ZAXMDff/+tdxynT5/Wuw38y8YvXrVq1Yi+7mDMjjSW3WN6sNOlXfPtt9+uj9+5c+e4j8n42K3FKjdkZY+n4DjGMoDVxfjFq1evHtPx45Ub/uXZs2frfzdt2jTs+7AQ9OvXTzkFS4jd6hAt9jiUdevW6bgVYxnAZ4i86tatqy0+sSgKXtxvXuDkfhOEVEeUAQ9gIfv+++/ViBEjdJAUgRtQunRp3aMeMysmbp6nlz3BXygHKAINGjRQPXv2VDfeeGO6veFRJEwglFsQ2MXOll7xBJTly5cv7mMyvmh3yCxgyG3GjBlq165d+rlixYqpihUr6l0aOzYCYtavX6/effddvcjxHArVnXfeqQMp01vgUCSQv1O5EeDI9WrUqJEeVzAoLIwN60E8ygDji9ZFQzAgQasff/yx2rZtm36O4NIqVapoeWBVIcCRYMOJEydqRQMZECiH4scjvWuNpQLZuXm/eUEs95sgCP8/bgYgpDoEko0YMUIHzCEv8rXJQaYzHq1zI9UpIK/79ddfPyPFLlJ3RFLISAdz2ic9XDAXNQ6oLxAczOgkgJDxc46PP/44YgBXcErlY489poMvI31/AuYYK8WYSIG0p9jR4jkSBImZ9s+xQNAY6ZwEmEUqb3vppZfq72LaEccK341gvzfeeCPiWKZOnZompZJCQciaIjjhAtwIfiQFcezYsbrKoUmxo5UzefqRoOYFJbj9HEBIoC73jyAIltQZSDTk6VeuXDnQr4CobqfRxjSCoYgRCz2LG5N2uGPFMznHOjE7UQZY0DlHuEI85OobJYBxEOHvtIoj52ARIMqfbANqJoQ7FlXoyEZw2o0xvVz7t956S7+vV69elhOWLFmiPx+u+A/f9aqrrtLvIRtl0qRJjjsIkl1B5gZKGPfv448/HrYi5IMPPugooyT4nitevLiO+g/1oEaEU6JRPgUhldgnykDirAEPP/yw3pXWrVs3bMU7p6mJt99+u5b9tddeG7LzWjyTcyKUAdIqsXIEKzNYA0hdpPsju/Rwi54TsLTQD4HdOzv0UGmHpJGxG461UiSFipAZ6YyR4LfC8VHonHStI+2PhdneFwCQI69R8a5kyZLa6uQWWAwolIWlAOsWCkkwKB18f6flfO3NscI94ilqZJRPLCOCIFiiDCQCTP/kbLOgPf/88561M6ZKHDspyqguXLgwzWvspLk25Iv7DRau2rVrn9HzgIqB7GpRoFBmvGrx+v333+uSw1gJkKEd8sSRG/UM/Mj1119v1atXL81z7Pwx6zNuWjHv3bvXk3NzL9WqVUsrI7hv7Pz9999ayRo3bpzlR3r06KEtHFIDQBD+D1EGPIaSppUqVdJ+Wi877xmooY45mNKnc+fOTbObQ1Ggt4DfoHgR981nn30WeI4FDPM8O1v79/AKdtZt27bVZWPtrW1ZLGgx27p1a8tvsHtmwaUJkgGzPWWPUTyddKiMFe4rFA6uH0V27NDJECuY38CSxu8D64YgCP+HKAMeQqc7zKj0H1i7dm3CzsvChkmfDoY//vhj4Hma/fCcVztFp9A2mGA747dn/Cg0WDicBtY5AYsNleVQCOwWAsztbjUWchMCR3EvUInRjJ9KjFg46BqYKFCY6HsR7BaZOXNmXJUvvYLmTVxjFHVBEP4PUQY8nCApE4sfnHaviYYFtVGjRvr8psPgli1btEkXP7hfICiNGANK4xoIDmPn5mZ8QLSwoGIhwI9vFDjcFQRo0q3PLzAmri0BpAaaB7HIsQgn436ndDFKk1FAUe6IHUHB8gtcX7J3KMMsCML/Q5QBjzBR4m4GbsUKSgALBnXrjW+UtDAWNny6yYYxsZMlqh8rij2wK5m+Znba5cqVsxo2bBiwVjzxxBM6YM4vMRf33HOPVlhMy2qyVFiInaaPurXQkvGBW8z0YSCFluuZCFdPNCAf5BQq6FEQUpl9ogy4DxHK+LpZeJPNlClT9DUxfnD8pbgtcCMkO3jKRJwb3zbxDsWKFdM+72SP7dtvv9VjGzp0aMAXj8uHgLlILY8TwTfffKPHhrkbWHirVKmig1S9Ck6NFlJAiVcwVhRqXFDfAAvB/v37kzo2MnhQ6HCvCIKQFlEGPIDFjHQuv/jm6S1foECBwO77888/19fJHniWaLZv367HZDfXojzhA8ed4Qf69euXZvdN/AJuFgpEJdM9QHwFMRUstMZqwQLsZrpqPJD/z+7bxHtQdIlYFae1FNwABQ5lCaUpXG0EQUhl9oky4C5MyMiAXa+f/PIsFoMHD06z8BJoNn/+/ISPhx0i6XBkWJiKi4wRf7ef4hlwF6CwUK3PMGDAAL3QJSJSPxhSBqkjwcK6bt26QGwIgZakXvoFrBMXXXSRrrVgMO4C/iYalCaCVLm/cKcIgnAmogy4TJ8+fXSZUyemZBYffJqYopnwWcAx6RMIiGkzvdK5kSCIiwna7CbZHZHDjztjwYIFViIVAczGxC3YUy2fffZZHTSIGyPe4jSYgrHMsBjF6+PH3J0vX75AjQNiCDgu5yC+IVFwvaggyT0xZ86cwPNUnSS90Fgv3CwmNWzYMH1s8vFDFWSKBEodMsICBLh9+vfvr4/HmBMF9zsWCc7rJwVdEPyGKAMuL3Q5c+a0nnzySUefrV69upYfizb1ACiZS4R2zZo14zbrU4SIY3z11VdpTM5UccMUnogIdHb/BJihCNgVEHaSLN4UgnG6oBHwRxVDHuzkCf7jeTIV4lF2UMBYSOwpcyh6BGXiMkivwqAboCCxYKMI2BUQU6ypZcuWjo4bSRnA9cBrBAM6CTYl/oP7yh7QaBZmjvvyyy97HheCAkc5aSw5fi1+JAh+QZQBF2HHw8QTqhxwelAAxVSMCzVJsvOjF4FTTPGcDh06nDFhUvmPc6N4eHHtOPfEiROt/Pnzhyy+ZGIYli1b5uqCRu38eMvWAqZ5lAs7KDC4Wjg+MRmRGkzFA7LBOoQCFRyRTxMhzh9cNTEe2XGtaMzE8xQM2rlzp+Oxd+vWzSpbtmya5zg+KZAcH8uUV7UbUH5JIUQZJIhWEITIiDLgIiwOLLhOoFobsvvll18sr6A3AjvwYJigR44cqa0apUuXTmM9cMMaQPog341gwVCLJn54lAQnO8VIygAmal7D/RAPRO2zqAS7fhjv5MmTdVwBKZxkbLi122VnzWLK+KlXEaqGPv53/OAmjS9e2fH92Enz3JVXXhl39L/JZDF1LuyQcsu9iJuKok5Om04FQwwFliGsOfXr109KjQ9BOBsRZcBFMOc7TSfs0qVLmhRALzCTs/HjhlocWATMrhDTqpN+ACyIFJ659dZbtWmbOgKRAu5QhMjAcEI0ygDxF/GAmyGSosZ58OfzHqLVKcvr9DfAbh8XEWNmocQ1FE7B4F7jnnOKXXZcZ64B/4/y5kbEPVkEHA/rRijItjGljMmQoPCUU0sEBaKogkh8B4obbgi3FAxBSAX2iTLgDuzO2KU5jZY2jYRYANjZsDt32vEtvcnZ3gMgGBYe/NKYxnkvkyuLEy4QFqpQgZF8hnRAvgO+ZgIg+Swm4ldeeSWQ0hjufFgF+JzbygCxG7xG++Z4ILAT98/bb78d8XvMmzcvEEvAYk4lxVGjRukUu3CLK7tmFkvcRJdddlmgbS+lo9Mrl4sVKp5aFkZ2dGwkSJV/Y41waxFFJtw/6fUAIMKfaH8WcR40WXrjjTd0BcrgbowG7ikCKeloaVo0Y6F56KGH9PcSBCE2RBlwCfzgfHea7jiF1D9M9fbIeALj8OG60duAyZk0tGir1BE8R8pa5cqVtdmV8ZCOaArcEAxI0GORIkUC48UKwM6SBc5kLqTnRuBzn3zyiaPvFCqAkDGTh2/G60ZZY2RA1b9oQDFiHMgGxcBkOBCMR8Af5msWcmIBjNy4LlhIpk6dGlUmCu9B+Rw+fLjj7xSciYFS4DZYmrCaRANWAXb03FvIizEhPzpKGrlhCaGAkRkzvxeUvXfffdexu0QQBCvq9TsD/1HpsH//fpUnTx61b98+lTt3bpVKzJs3TzVr1kxt2LBBlS1b1vFxDhw4oL788kv1ww8/qCVLlqiffvpJnThxQmXNmlV9+OGHqnXr1nGNs3z58qp9+/bqpZdeinlcy5cvV0uXLlWbNm1SR44cUadOnVLZsmVT+fPnV7Vq1VJ16tRRJUuWVBkyZIj6uGvWrFGVK1dW33//vWrUqFHM34exlClTJs1zmTJlUkWKFFFNmjRRjzzyiKpWrZqKl6ZNm6oLLrhAvffeezF9DjmtXLlSy23dunX6/7meyI3fSs2aNbXc+A6xyI3fWN68edWUKVNUhw4dHHyj/ye7KlWqqL1796qtW7eqgQMHqieffFK5RceOHdWuXbvU119/HdPnjh8/rlatWqXlxj1y+PBh/Ry/g1y5cqnq1atruXE/Z8yY0bXxCkKqsj/K9fv8hI7qLOTo0aP6b5YsWeI6DhMdk7uZ4Lkwjz32mBoxYoTq3r27+ueff1TmzJkdH5/JlAXJybgaN26sH36UW/PmzbUS5RVO5caiX79+ff3wo9ygVKlS6tNPP1VXXHGFeuqpp7SSh1KQTLlxj9euXVs/BEHwD6J6p8P55/+fvsRE6iZoam+++abelbLD+vXXX+M63smTJ/XO+VyXm9uc63K76KKL1LfffqtKly6tnnnmGTVgwIBzUm6CIMSHKANR7ADh0KFDrh8b83GOHDlcORbjY7fmF8xYvJCbm/hNbl7cb7i35s+frxXP5557Tj366KPnnNwEQYgPUQbSoVy5cvrv77//7ujzo0ePVosXLw752vTp0/Vx8RFXrVrV8Rjx+2/ZskXvAv0CJmp2jviF/QrhMozPT3LLnj27Klq0qOP7LRzEEGAh4O+LL76oHnroobiOx/j8JDdBEOJDYgbSoXjx4npyJuCJAL1Y+eKLL1SvXr30xNmwYUN9PHZVv/zyiw6uI0iKuIF4fMQci4WNwCu/wPchwA+5+RWCQond8JPcgPF4ITcsAygExBC88sor2hUxePBgR8rn2rVr1cMPP+z6GAVBSA6iDERB3bp1HU/ORPejBMyZM0d99913atu2bfr5EiVKqK5du6q+ffvGvRgxNky2RI/7Cb4XWRN+xVxTvykD3G/Dhw/XCl4smQjRWmyMQjBkyBCtEAwbNsyR8sk4BUE4NxBlIApYLN544w0dNGUCvKKlYsWK6n//+59+eMWiRYt0KlusY0uE3MaNG6dTW2JNSb3wwgv1guMlyI3AuoIFCyq/yY2gUiwXTkzx6ckORZSdfTxyQ/kkdVQQhHMDiRmIgrZt26o9e/aomTNnKr+xe/dunT7GGP1Gy5Yt9d8JEyYov3Hs2DH1wQcf+FJu7NpJ+Rw/frzyGygZ77zzjmrVqpXvlE9BEJwjykAUsOu+9NJLtW/fbzAxM0F369ZN+Q0KFbVp00bLzetdfqx8/PHHaufOnap3797Kb+TMmVO7kMaMGaML8vgJshIIuuzTp0+yhyIIgouIMhAlTH5UW/vjjz+UXzh9+rQaOXKkuummm1ShQoWUX+W2evVqHSzpJ1BQrrzySlWpUiXlR1BS/v33X/XJJ58ov8kN9wCVGwVBOHcQZSBKbrzxRr3gulXBzQ0wv2/cuNHXuzSz4D799NNaefEDKHULFy70tdwIBsVdQF0Av1gHKFs9bdo0LTe3AxsFQUgybjY6ONd57733tBymT5+e7KFY//zzj26C07lzZ8vvzJ49W8tt5MiRyR6KvodLly6tG+1E03ApmdBamaZFTjs/usmxY8d0E6Zq1arpfwuCcHYgXQs9gO6ArVq10t38IrXvTcQ4rr/++qSPIxZ69uypO9Eluw0t46ANcbLHES20PKbDH90zZRyCIMSKKAMe78jpb5+sneWoUaN8Y6GIdUdOC+KjR48mZQzIC7mNGDHCOlswO/KqVasm7fdHq2i/WCgEQYgNUQY8ZNq0aVbGjBmt3r176116Ipk6dao+d58+fayzje+++87KkiWL1a5dO+vEiRMJPfc333xjZc2aVZ/b7+6BYFatWqUV0CZNmliHDh1K6LlXrFihz40SJ+4BQTj7EGXAY95++20tk7vuuss6efJkQs45ceJEvUPr2LFjws7pNjNmzNDfgUU5URYCYhayZ89uNWvWzDpy5Ih1NrJw4UL9HZo2bZqw3+HPP/9sFShQwKpVq5a1d+/ehJxTEAR3EWUgAYwbN07v0lu2bGlt27bNs/OwI3vyySetDBkyWLfddlvCd9VeKARYCBo1amRt2LDBs/NgARg2bJiVOXNmq0WLFgnfVbvNggULrDx58ljVq1fXO3avwNo1fvx4HePRoEEDa8+ePZ6dSxAEbxFlIEHMnDnTKly4sJUvXz5rwoQJrrsNiCjHZ8xumiCus83EHWlhu/DCC3Uw35tvvun691q3bp1WNrhv+/bte86YuFECLr74YitTpkzWM888Yx0/ftz1mBiUW+RGpsqBAwdcPb4gCIlFlIEEsnPnTm26R0ZE+RNwFa9SsGnTJuvBBx/USgA7wWXLllnnGvv379dxF8gNf/icOXPiVgq2b99uDRw40MqWLZtVtmxZa/78+da5Bu6Vxx57TEf3165d2/r000/jdhux+x88eLCODyhatKg+piAIZz+iDCSBjz/+WC9AyKpmzZrWW2+9pRe8aGFC/+KLL3T6Iu6H3LlzW0899dQ5s6sNx9y5c3W0PHKrUKGCNXTo0JhSJlEgCE5EIWPHjCLQv39/6+DBg9a5zOLFi7UZH7mRqfHcc8/F5K5CYeUY3bp10zJDdvz7bElXFQTBvfU7A/9JrzARXefy5Mmje7/H2n0u1aDK3uzZs3XZ1lmzZulKbVSToxMdD7rQZcuWTWXMmFEdPXpUtzSmlS4PKrwdPnxY1ahRQ919992qU6dOKkeOHCoV4DZcsGCBltvUqVN1a90KFSoE5Eb3x+zZs+vmOMiNvgJGbrTU5R4tX768ro5HXf98+fKpVAEZILeJEydq2ZQtWzYgt4svvljfQ8iN5kw03Fq2bJn+DH/5f9oa9+rVS3Xv3l0VKVIk2V9HEAQXiXb9FmXAQ/766y+tGJhFa+XKlSFLy9oXvcaNG6t69eqldLnX7du3qy+//DKNknTkyJEz3lemTJmA3C677DLVqFEjrWSlKv/995/6/PPPA3JjsT948GDIFsbIrG7duqp+/fq6ZLR0IBSEcxNRBnwIigDNZ9i9sfPFQsAOlna1QnhOnjypduzYoeXGv7Nmzarvx7x58yZ7aL63UqFYoUidOHFCy417rUCBAskemiAICSLa9Vu2Awkkc+bMuq2vEBvsWtnNCrGBlaR48eLJHoYgCGcBqWtTFQRBEARBI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQoojyoAgCIIgpDiiDAiCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qAIAiCIKQ4ogwIgiAIQopzfjRvsixL/92/f7/X4xEEQRAEwSXMum3W8biUgQMHDui/pUqVcmNsgiAIgiAkENbxPHnyhH09g5WeuqCUOn36tNq6davKlSuXypAhg9tjFARBEATBA1jiUQSKFy+uMmbMGJ8yIAiCIAjCuYsEEAqCIAhCiiPKgCAIgiCkOKIMCIIgCEKKI8qA4As2bdqkg1Nvv/32NM9ffvnlZ13Q6tNPP63HPH/+fMfHmDRpkqpdu3YgaLd///4qmXBdGAfXSRCEcw9RBgQhRljkWRhZ9L3gxx9/VJ07d9b5wb1791ZPPfWUuvbaa5WXjB8/Xn8n/p7N/PPPP2rYsGHqmmuuUaVLl1aZM2dWRYsWVTfccIP66aefQn5m+fLl6rHHHlPNmzdXhQoV0nJACXXK4sWLVYsWLVTevHlVjhw5VIMGDdSUKVNCvve7775TDz74oLriiit02lcohVgQEkFUdQYEIVm899576vDhw+ps4p577lEdO3bUi5ETPvvsM50OxHe/7LLLlB944YUX1COPPKJKlCih/Mwbb7yhXnrpJVWuXDmtELC4r1u3Tk2fPl0/Jk6cqG6++eY0n+F5vh+KQ4UKFdSuXbscn/+bb77RSkXWrFn1PYBl5+OPP9bn3Lx5s3rggQfSvH/cuHHq3XffVdmzZ9f3ixR2E5KFKAOCr3G6oCaTggUL6odTqOkB5AX7hWLFiumH37nkkku05aZp06Zpnv/+++9Vs2bNtKWlbdu2KkuWLIHXOnTooFq3bq2qVaumdu/e7fh7njx5UvXo0UPncrPjr1mzpn7+ySef1OPC+nDjjTeqCy64II3i+L///U9VqlRJWxQuvfRSx99dEOKCOgOCkChOnjxpvfjii1a5cuWsLFmy6L/PP/+8tWHDBupdWF27dk3z/qZNm+rn7Zw6dcoaM2aMVa9ePStfvnxW1qxZrRIlSljXX3+99c0336R579SpU60mTZpYhQoV0ucrVqyY1axZM/28nbFjx1qtW7e2LrjgAv0+jnvNNddY8+bNS/O+p556So8n1OPPP/9M857gsXCsa6+9Vo8hc+bMVuHCha1GjRpZo0eP1q/z/vSO/cknn1gdO3bUcsuWLZuVO3dufYzg72Nn+fLlVqdOnbSMOG/RokWt5s2bWzNmzNCvI/Nw5zWY95hx2Bk3bpx1ySWXWDly5NAP/v3OO++c8T7z/ZDP4sWLrauuusrKmTOn/g5t27YNeWw34Xpyfs4djm3btun3cN/FyldffaU/e8cdd5zx2vjx4/VrAwcODPv5H3/8MeRvQBASgVgGhITSs2dPbRotU6aMuvvuu9XRo0fVkCFD1A8//BD1MR599FH18ssva1Nwp06dtCkWX/GCBQvU119/HfD3jhw5UvXp00fv9Nq1a6cKFCigtm/frn7++Wc1bdo07Uc2MJYaNWqoq666SpuWOR7mY/7/k08+UW3atNHv49gE0WHaZfdp9y3jI45k+m/VqpV+D8diTDt37lQrVqxQ77//vpbLhRdeqOMDOC/P33vvvYFjmr98d8zZjRo1ChxjxowZesf5+uuvq759+6Y5LyZqZITbgfNXrFhR/fvvv9p/PnbsWP0cO+W9e/eqTz/9VI/N7GijoV+/fto0j/uge/fugXPecccd6pdfflGvvfbaGZ9hB8z1w09+11136ffxnX/99Ve1atUqbWI3EJcxcOBALZd4YzQyZcqk/55/vjfTngkYxT0RDK4D+Pbbbz05tyDETUJUDkGw7Qxr1KhhHTx4MPD8li1brIIFC0ZtGcifP79VvHhx69ChQ2ecY/fu3YF/165dW++Ed+zYccb7du3aleb/N27ceMZ7tm7dqs9Tvnz5sDvcUISyDLRv314/xy49vbFE2oVjQQnmwIEDVrVq1aw8efKkkcn27dsDu/Vly5ad8bnNmzcH/s1OnnOG2tGHG9O3336rn6tcubK1d+/ewPN79uyxKlSooF/77rvvAs/bLR+TJ09Oc/xbb71VPz9p0qSQsgwn62j566+/ApYhrFNeWAZuvPFG/dklS5aEfB0rSKlSpcJ+XiwDQjKRbAIhYRAQZ3yoRFkb2FWyC44FdsfnnXfeGc/nz5//jN2g2RHawUpgB0tFMOy8sR4QgPbXX38pN8iWLVu6Y4lE2bJlz3guZ86cOgJ93759etdtwHpx6NAhHbRWq1atMz5XsmRJFQ8cH9ix2xug5MuXT+/kIVR2QpMmTc4I4uvWrZv+ax+/8an//vvv+q9TTpw4oW699VZ17NgxHVwY6r5xA+QP4ZrB5M6dO/AeQfAbogwICQPTNzRu3PiM10I9Fw6itDHVV61aVT3xxBNq3rx56siRIyHfx2LI+wjS+vzzz8NGa2/cuFEHf+F6wExNihcPTOD2oD6nMBYgzYyFDTeFk6h1TPz333+/qly5so5AN+M0Uer2ceIOCWe2dgPM+xAqDQ8XgEnbC6ZOnTphFRPcFXYIxCS4zmlAJk3WUJQI6OP6ohQIgnAmEjMgJAx2RURah5rYixQpEvVx8EOzk3/nnXfUoEGD9IMF/KabblKDBw8OHJ/8bXbdxA7w/Kuvvqr9xS1btlRDhw4NWAPWr1+vo71RFFjE8KOzi2Os+IHx87KrjAci1vGLEx8xatQoNXz4cL2Icz7GFo2ffs+ePapevXrq77//Vg0bNtTxDMQSsNNl0cXnbx+n2YV6lQ6IvJARMRahriffL5TyhWyDMX78U6dOuTY+FAEsDqQTdunSRcvdS4xFINzuH1lgNREEPyLKgJAwmCyZoNkRBy8gO3bsiPo4LBws9DzYCbNYoxjghiBA8KuvvtLvYzFiMeBByhjpZVT2owAMpv+VK1fqhRTF4L///tOBfCwadnr16uVa0BfBeTxoJ7pw4UIdmEgQHwWF1qxZEzEAEXgvisCzzz6rBgwYkOa1F198USsDdszxCIYkONFtWNS5ngQxFi5c+AwLBkGLoRb+RMC4CGLknrjlllu0uyJS+1Y3KF++vP7LvRVs/eC+PHjwoFY6BcGPiJtASBhE6wOLcjChnosGcvGZ7L/88kt10UUX6WyCUC4DLAREzX/44YfqyiuvVL/99pu2CMCGDRv0X5MxYGAxY9EOxvicne5iyX5AAXjrrbe0CRtFKFx1PDvhxhlOfmbhmT17drrHdvKdTBxCqLLL5rlYMhO8UASITUDJ8ypOwI6pbRBK3kZBDa5/IAh+QZQBIWEYf+0zzzyjffkGdq6hUtBCgRk8VBoix2PnRbCg2QGyILGgBweTYW4Hk8JmisCQmhi82ybVLVyQIhXlogWfdaiFlh20fSyRCDdOzODEQwTTtWtXHVyIGyKU7x65x/OdOD6Q+md3B2Am5zn7e5yCFQmrSbTxFcY1gCKAa2bChAmuKwLcQ4zJKGcGihoR4Mn1sMsbeTz//PM66PW2225zdSyC4BbiJhASBv5xdmyY9Kn2Ru4/izu7dQLrZs2ale4x2PXjL6dsLKZYKhSiBPBZTLG4Dkx1OSwBmKk5Ngspk/icOXO0VcBeCQ5XAGMic4C4A6wIixYtUsuWLdPxBdQIsENAGxaJyZMn63MR/IZLghz/cJHk5OPj0qA+ACZ73s+iTpAf4+P5aJQpouE5D2VvGT9BmXPnzlXt27fXbgc7mO5ZFAlexEpAlT3qDLCwYolgHMQxAJXvyHSgrj8uE+PGCXZHBGcFMBaCLAnSRH4oX9QZ2LJli/7OvCce3nzzzZjqDKBokuWAEsQ9QjxJMNwXdosFCzuKHxirEs/ZewTYsyJQogjgRP72xk24r95++21dU4DvbS9HTDYKMSvB7hruAT4DuFvMc+bcxL/wOUHwnKQmNgopBzneL7zwglW2bFldA4C/VCBcv359VHUGjh8/br300ku6mlzJkiX1MYoUKaKrDE6cONE6ffp04L0jRowIVBWkSmGBAgV0dbyRI0fq49ghB75hw4ZWrly5rLx581otWrSwli5dGraa4KJFi/TYeH80FQjJq7/pppt05cDs2bPrmgDUW+C7UCcg2joD1Cngu1MhkXMzhq+//jpinYBffvlFnxs5ZcqUSefaX3fdddasWbPSvO+zzz7TVR2pbBhrBUI+x/fiwb95LphI9Rk4bqjrH2udgUjVFM0jWEaRKj8Gy8E+Vu6rUPz000+60iSVFZEl91xwXQWDuW7hHuHOIQhuk4H/eK9yCIIgCILgVyRmQBAEQRBSHFEGBEEQBCHFEWVAEARBEFIcUQYEQRAEIcURZUAQBEEQUhxRBgRBEAQhxRFlQBAEQRBSHFEGBEEQBCHFEWVAEARBEFIcUQYEQRAEIcURZUAQBEEQUhxRBgRBEAQhxRFlQBAEQRBUavP/ASgUn7dQkraEAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_improved_kbds(keyboards, swaps=200, scorer=dissatisfaction)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "Here's a table to more compactly see what is going on. For each of the four keyboard shapes I call `improved` to maximize each of the three scorer functions, and then report the final score on each of the three metrics.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----  ------ ----- + ----  ----  ----\n",
      "Keybd  Scorer swaps | work  conf  diss\n",
      "-----  ------ ----- + ----  ----  ----\n",
      "QWERTY  work   3000 | 1.95  0.66 64.70 \n",
      "4-by-7  work   3000 | 1.75  0.71 61.92 \n",
      "5-by-6  work   3000 | 1.75  0.78 68.25 \n",
      "keybee  work   3000 | 1.62  0.64 52.11 \n",
      "-----  ------ ----- + ----  ----  ----\n",
      "QWERTY  conf    300 | 3.24  0.16 26.12 \n",
      "4-by-7  conf    300 | 3.02  0.13 20.32 \n",
      "5-by-6  conf    300 | 2.98  0.18 26.87 \n",
      "keybee  conf    300 | 2.66  0.10 13.34 \n",
      "-----  ------ ----- + ----  ----  ----\n",
      "QWERTY  diss    300 | 2.97  0.16 23.83 \n",
      "4-by-7  diss    300 | 2.97  0.16 23.35 \n",
      "5-by-6  diss    300 | 2.75  0.19 26.44 \n",
      "keybee  diss    300 | 2.74  0.13 17.27 \n",
      "CPU times: user 59.8 s, sys: 180 ms, total: 1min\n",
      "Wall time: 1min\n"
     ]
    }
   ],
   "source": [
    "def improved_kbds_table(keyboards, swaps=3000, \n",
    "                        scorers=(workload_average_length, confusingness, dissatisfaction),\n",
    "                        header='Keybd  Scorer swaps | work  conf  diss',\n",
    "                        bar=   '-----  ------ ----- + ----  ----  ----') -> None:\n",
    "    \"\"\"Iterate through a dict of {name: kbd} pairs, improving and plotting each kbd.\"\"\"\n",
    "    print(bar)\n",
    "    print(header)\n",
    "    for scorer in scorers:\n",
    "        print(bar)\n",
    "        for name, original_kbd in keyboards.items():\n",
    "            N = (swaps if scorer is workload_average_length else swaps // 10)\n",
    "            kbd = improved(original_kbd, N, scorer=scorer)\n",
    "            def score(fn) -> str: return f'{fn(kbd):5.2f} '\n",
    "            print(f'{name:7} {scorer.__name__[:4]} {N:6d} |{cat(map(score, scorers))}')\n",
    "\n",
    "%time improved_kbds_table(keyboards)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So the more compact keyboards with a smaller diameter perform  better than `QWERTY`. The improved Keybee is the best, but maybe that is because the keys are slightly closer together, not because of the layout.\n",
    "\n",
    "# Summary\n",
    "  \n",
    "1. What words have the longest path length? <br>**Answer**: \"PALEOMAGNETISMS\". Also, \"PALAPA\" has the highest ratio of path length to word length.\n",
    "2. What is the average segment length, over a typical typing work load? <br>**Answer**: 3.2 units, for the QWERTY keyboard, on our sample workload.\n",
    "3. Is there a better keyboard layout to minimize the average segment length?  <br>**Answer**: Yes, many layouts at around 1.9 on QWERTY and around 1.6 to 1.8 on different-shaped keyboards.\n",
    "4. Is there a better keyboard layout to minimize word confusion between paths? <br>**Answer**: On QWERTY, 54% of the words in a small dictionary have at least one possible confusion; other layouts get down to about 12%. \n",
    "5. Is there a better keyboard layout to maximize overall user satisfaction? <br>**Answer**: I defined a combined metric of dissatisfaction on\n",
    "which QWERTY has a score of 87, and was able to get that down to somehwere in the teens (on different-shaped keyboards). There are no doubt better metrics, and better keyboards to be found.\n",
    " \n",
    "\n",
    "# Going Beyond\n",
    "\n",
    "Now it is your turn to answer the open questions, or make up some questions of your own.  Good luck and have fun! Here are a few ideas to get you started:\n",
    "\n",
    "* There are many heuristic optimization techniques such as\n",
    "[beam search](http://en.wikipedia.org/wiki/Beam_search) or [genetic algorithms](http://en.wikipedia.org/wiki/Genetic_algorithm)  or [ant colony optimization](http://en.wikipedia.org/wiki/Ant_colony_optimization_algorithms). Is there a better optimizer than our `improved` function?\n",
    "* The code in this notebook emphasizes clarity, not efficiency.  Can you modify the code (or perhaps port it to another language) and make it twice as efficient? 10 times? 100 times?\n",
    "* What other factors do you think are important to user satisfaction with a keyboard.  Can you measure them?\n",
    "* Consider the 8 paths below. They all start at 'P', move in a straight line to 'T', and then go to 'S', but they all make different stops along the top row. In other words, the paths all trace exacty the same lines, so they are very confusing, but our definition of  `confusions`says that a 4-letter word can never be a confusion of a 5-letter word, and that \"POTS\" and \"PUTS\" are not confusions, because the \"O\" is 2 units away from the \"U\".  Can you think of a better way to handle confusions for paths like this?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PWORDS = ['POUTS', 'POIUYTS', 'PUTS', 'PUTTS', 'POTS', 'POTTS', 'POOTS', 'PITS']\n",
    "plot_with_paths(QWERTY, paths=PWORDS)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
